{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "customOutput": null,
    "executionStartTime": 1661272857537,
    "executionStopTime": 1661272857625,
    "originalKey": "48594480-33a4-4aab-bbfa-d17ba50298f0",
    "requestMsgId": "f1b71cb1-b7df-4b53-90b8-dbe6b59b4293",
    "showInput": false
   },
   "source": [
    "# Tutorial: Probabilistic PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "9629b6ff-597c-4c8d-b05d-bd13f0390c86",
    "showInput": false
   },
   "source": [
    "This tutorial demonstrates the Probabilistic Principal Component Analysis (PPCA, Tipping & Bishop 1998)\n",
    "dimensionality reduction technique using Bean Machine's variational inference (VI)\n",
    "implementation.\n",
    "\n",
    "Given $N$ pieces of $D$-dimensional data $x_i \\in \\mathbb{R}^D$, we are interested in\n",
    "finding a $K$-dimensional subspace (represtented by the $K$ columns of a matrix $W \\in \\mathbb{R}^{D \\times K}$)\n",
    " which summarizes the variation in the\n",
    "data. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "cdf67cf9-7676-43a5-80c7-c4c2cd49a347",
    "showInput": false
   },
   "source": [
    "# Prerequisites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install Bean Machine in Colab if using Colab.\n",
    "import sys\n",
    "\n",
    "\n",
    "if \"google.colab\" in sys.modules and \"beanmachine\" not in sys.modules:\n",
    "    !pip install beanmachine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import beanmachine.ppl as bm\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.distributions as dist\n",
    "from beanmachine.ppl.inference.vi import ADVI, MAP, VariationalInfer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# Plotting settings\n",
    "plt.rc(\"figure\", figsize=[8, 6])\n",
    "plt.rc(\"font\", size=14)\n",
    "plt.rc(\"lines\", linewidth=2.5)\n",
    "\n",
    "# Manual seed\n",
    "bm.seed(11)\n",
    "torch.manual_seed(11)\n",
    "\n",
    "# Other settings for the notebook.\n",
    "smoke_test = \"SANDCASTLE_NEXUS\" in os.environ or \"CI\" in os.environ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "8f831829-cc3b-428e-a3d1-836e0b1924d9",
    "showInput": false
   },
   "source": [
    "# Generative model and example data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "6eac0030-c319-4e70-a608-e162907f93cc",
    "showInput": false
   },
   "source": [
    "The PPCA generative model is defined by\n",
    " - Latent variables $z_i \\sim N(0, I_K)$ for $i \\in [N]$\n",
    " - Principal axes $W_{ij} \\sim N(0, 4)$ for $i \\in [D]$, $j \\in [K]$\n",
    " - Data likelihood $x_i \\mid W, z_i \\sim N(W z_i, \\sigma^2)$\n",
    "\n",
    "In the following cell, we use Bean Machine's\n",
    "[`simulate()`](https://beanmachine.org/api/beanmachine.ppl.html?highlight=simulate#beanmachine.ppl.simulate) API\n",
    "to generate example data from this generative model.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.034554243087768555,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": 16,
       "postfix": null,
       "prefix": "Samples collected",
       "rate": null,
       "total": 1,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "03e76acb55d245cc8aa1f1e8d56f9f4f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Samples collected:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True principal axes:\n",
      "tensor([[1.4753, 3.8919]])\n"
     ]
    }
   ],
   "source": [
    "N = 5000  # number of data points\n",
    "D = 2  # data dimensionality\n",
    "K = 1  # latent dimensionality\n",
    "sigma = 1.  # observation noise scale\n",
    "\n",
    "@bm.random_variable\n",
    "def w():\n",
    "    return dist.Normal(0., 2.).expand((K,D))\n",
    "\n",
    "@bm.random_variable\n",
    "def z():\n",
    "    return dist.Normal(0., 1.).expand((N,K))\n",
    "\n",
    "@bm.random_variable\n",
    "def x():\n",
    "    return dist.Normal(z() @ w(), sigma)\n",
    "\n",
    "train_data = bm.simulate(queries=[w(), z(), x()], num_samples=1).get_chain(0)\n",
    "print(f\"True principal axes:\\n{train_data[w()]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "01f54fd6-8ca1-4e75-85a9-2cb98c0ea7bd",
    "showInput": false
   },
   "source": [
    "Since $D=2$, we can also visualize the data $x_i \\in \\mathbb{R}^2$ in a scatterplot.\n",
    "We also show the true $1$-dimensional (because $K=1$) principal component used to generate\n",
    "the example data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1471c2d30>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.scatter(train_data[x()][:,0], train_data[x()][:,1], color='blue', alpha=0.1)\n",
    "ax.arrow(0, 0, *train_data[w()].flatten(), linewidth=2, color='red', head_width=0.3, label='True PC1')\n",
    "ax.axis([-10, 10, -10, 10])\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "1d4ac1fc-e405-4f9d-8eab-826e25af6c1f",
    "showInput": false
   },
   "source": [
    "To recover classical PCA, marginalize out the latent variable to find\n",
    "$x_i \\sim N(0, W W^\\top + \\sigma^2 I_D)$ and notice that when\n",
    "observation noise $\\sigma^2 \\to 0$ the maximum likelihood estimate\n",
    "for $W$ is the classical PCA objective of\n",
    "best (in $L^2$-norm sense) rank $K$ approximation to the empirical covariance\n",
    "$X X^\\top$.\n",
    "\n",
    "This can be solved through singular value decomposition (SVD), and in the following\n",
    "cell we compute and visualize the classical PCA estimate for this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.arrow(0, 0, *train_data[x()].svd().V[:,0], linewidth=2, color='yellow', head_width=0.3, label='PCA_SVD(k=1)')\n",
    "ax.legend()\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "888121d6-8029-4f19-b129-570e4d51b50e",
    "showInput": false
   },
   "source": [
    "# Variational Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "507a3f9c-8de6-4bdc-b3ca-2f05429cd71e",
    "showInput": false
   },
   "source": [
    "Classical PCA does not utilize the prior distribution $W_{ij} \\sim N(0, 4)$.\n",
    "In this synthetic setting where the prior is known to be the data generating\n",
    "process, this is a missed opportunity!\n",
    "\n",
    "To incorporate the prior in a Bayesian framework, we consider PPCA as a Bayesian\n",
    "inference problem with target posterior $p(W,z \\mid x) \\propto p(x|W,z) p(W) p(z)$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "6e73a5f1-7b32-4d19-ad44-21135cc2540a",
    "showInput": false
   },
   "source": [
    "## Maximum A Posteriori (MAP) Inference\n",
    "\n",
    "Here we use [maximum a posteriori (MAP) inference](https://beanmachine.org/api/beanmachine.ppl.inference.vi.html?highlight=map#beanmachine.ppl.inference.vi.MAP)\n",
    "to find the values of latent variables $W$ and $z$ which maximize the posterior $p(W, z \\mid x)$.\n",
    "MAP inference can be a good choice if you need a Bayesian treatment which incorporates prior distributions\n",
    "but do not need uncertainty estimates.\n",
    "\n",
    "It generalizes across different choices of prior distributions, and it returns a point estimate which trades off between the prior $W \\sim N(0, 4)$\n",
    "and the likelihood $x \\mid W \\sim N(0, W W^\\top + \\sigma^2 I_D)$.\n",
    "\n",
    "As a gradient descent algorithm, it is slower than classical PCA which can\n",
    "utilize optimized linear algebra libraries for SVD)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.016335725784301758,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": 16,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 1000,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "11d58551df404cd082977bd66175a679",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_world = MAP(\n",
    "    queries=[w(), z()],\n",
    "    observations={x(): train_data[x()]},\n",
    ").infer(\n",
    "    num_steps=1000,\n",
    ")\n",
    "ax.arrow(0, 0, *v_world.get_guide_distribution(w()).mean.flatten().detach(), linewidth=2, color='green', head_width=0.3, label='PCA_MAP(k=1)')\n",
    "ax.legend()\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "eafbcadb-3d43-4117-a0dc-d2d1b1a1de0b",
    "showInput": false
   },
   "source": [
    "## Automatic Differentiation Variational Inference (ADVI)\n",
    "\n",
    "If posterior uncertainty estimates are required and a mean-field Gaussian factorization\n",
    "to the posterior approximation $q(z) = \\prod_i N(z_i; \\mu_i, \\sigma_i)$ is acceptable,\n",
    "then ADVI can be an appropriate choice.\n",
    "\n",
    "As a pedagogical exercise, we first show how ADVI can be expressed using Bean Machine's [`VariationalInfer`](https://beanmachine.org/api/beanmachine.ppl.inference.vi.variational_infer.html)\n",
    "API. It is a lower-level API which is useful when control over variational\n",
    "parameter initialization and non-trivial factorizations of guide distributions\n",
    "are required."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.01961493492126465,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": 16,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 1000,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c559bc8c22a04daf8cc0a0fd831168d7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q_z_loc = bm.param(lambda: torch.zeros((N,K)))\n",
    "q_z_scale = bm.param(lambda: torch.zeros((N,K)))\n",
    "q_w_loc = bm.param(lambda: torch.zeros((K,D)))\n",
    "q_w_scale = bm.param(lambda: torch.zeros((K,D)))\n",
    "\n",
    "@bm.random_variable\n",
    "def q_z():\n",
    "    return dist.Normal(q_z_loc(), torch.nn.functional.softplus(q_z_scale()))\n",
    "\n",
    "@bm.random_variable\n",
    "def q_w():\n",
    "    return dist.Normal(q_w_loc(), torch.nn.functional.softplus(q_w_scale()))\n",
    "\n",
    "v_world = VariationalInfer(\n",
    "    queries_to_guides={\n",
    "        z(): q_z(),\n",
    "        w(): q_w(),\n",
    "    },\n",
    "    observations={\n",
    "        x(): train_data[x()],\n",
    "    },\n",
    ").infer(\n",
    "    num_steps=1000,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "7e97beeb-60a8-4580-8ed5-28ca64b6bad6",
    "showInput": false
   },
   "source": [
    "As ADVI yields a distributional estimate $N(\\mu_W, \\sigma_W)$ over principal components $W \\in \\mathbb{R}^{2}$, below we plot\n",
    "100 samples from the ADVI variational approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x149cf84f0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.scatter(train_data[x()][:,0], train_data[x()][:,1], color='blue', alpha=0.1)\n",
    "ax.arrow(0, 0, *train_data[w()].flatten(), linewidth=2, color='red', head_width=0.3, label='True PC1')\n",
    "ax.axis([-10, 10, -10, 10])\n",
    "\n",
    "for _ in range(100):\n",
    "    ax.arrow(0, 0, *2*v_world.get_guide_distribution(w()).sample().flatten().detach(), linewidth=2, color='yellow', head_width=0.3, alpha=0.05, label='PCA ADVI' if _ == 0 else None)\n",
    "ax.axis([-10, 10, -10, 10])\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "customOutput": null,
    "executionStartTime": 1661279933411,
    "executionStopTime": 1661279933497,
    "originalKey": "f6a7b765-8769-41b2-97af-23f6a99a9535",
    "requestMsgId": "f502d951-5fb4-4eb8-8757-3b551618d4ae",
    "showInput": false
   },
   "source": [
    "In practice, we recommend the [`AutoGuide`](https://beanmachine.org/api/beanmachine.ppl.inference.vi.autoguide.html)\n",
    "API for convenience when mean-field assumptions such as those used for ADVI are appropriate. The following cell shows\n",
    "how to automatically define and use ADVI guides for variational inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.014131307601928711,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": 16,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 1000,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff5b5dd29b8b435db8bce682fa36eea1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v_world = ADVI(\n",
    "    queries=[w(), z()],\n",
    "    observations={x(): train_data[x()]},\n",
    ").infer(\n",
    "    num_steps=1000,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "ad5592d8-2ca9-4bca-8426-81b70d835979",
    "showInput": false
   },
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "f3412e8a-7826-4922-ad67-3136cc58d53b",
    "showInput": false
   },
   "source": [
    "We visualize the variational guide distribution obtained for the principal component $W \\in \\mathbb{R}^2$.\n",
    "It should be aligned (up to scaling) with the true principal component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x149e48a90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.scatter(train_data[x()][:,0], train_data[x()][:,1], color='blue', alpha=0.05)\n",
    "ax.arrow(0, 0, *train_data[w()].flatten(), linewidth=2, color='red', head_width=0.3, label='True PC1')\n",
    "for _ in range(100):\n",
    "    ax.arrow(0, 0, *2*v_world.get_guide_distribution(w()).sample().flatten().detach(), linewidth=2, color='yellow', head_width=0.5, alpha=0.05, label='PCA ADVI' if _ == 0 else None)\n",
    "ax.axis([-10, 10, -10, 10])\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "customInput": null,
    "originalKey": "28d701bb-6364-4559-bdef-4b72374b347e",
    "showInput": false
   },
   "source": [
    "As another check, we verify whether the variational approximations generate data that is similar to the original generative model sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x149f1de50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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S/rMoQmpNlCQ0ZYfM7h2AlP1qUdSL5VS04DTIiMD3n3vfC+rRqN+Hkp5x7khHkrt3+12Nx/2xdd2pVmyKmiBqmV+M+7rTlcfJiGQeEOgG12nKYIybWGxncZFG5jmNUWw2/bE+j3B9WBTZmJ/YLTEUfR54QQyCeeDvluVyyWz7f7qBgYGXgycp6/UCjNHbKLIQPNihjnOexFvbJ9S1gsOl5Pbt/vPJpF+mhGM6EsRxXz9527r6xIaxPu4yslz2Yt8YbGtwUYzY7v94MGni0SqhWbWEcYYI5cl8ILAGWdVEwbFYPg6/inSEEP1xd93xMXGmjJ7tT1Mc3xuxDUPQmxZ965ADb8l8jZKeblURTwM8MXUX4tYdNrLEmcSFYDoPVjCdniYmPqtwfVgUebPpX/P5fRfu+P6IIvl0bonz7q2h6PPAC2IQzAN/d9y4cYNr167x9ddf89VXX/Huu+/+0kMaGBh4WqPqcxijtwLt6KgXaNu6wmd3dfIkvjNIU2PKlmLl6LRAdzGRSAkVtLc3OFMzGoOMQyIV04oUrdW9O9uqwfEYsyqpf1zRNRamuxBLohBSoVFNg5rPmUxC6lVL2zm8k/18IDQoXbDpDGIUgYyOt79GOkckJlSdQsrjgKk5FXtNeZowuI3YGgPlyqBvLwnWJRvGJIVkb8fhXYlYHhHvXKBVkuLIEO46vJfQdVQ2ZRZK0rTX5M9j831Yzl0c997ytoVYHt8f3en9IcIYL1KcU4/e7+PurV+s6PPA3xPDM4iBZ2Z/f/+XHsK5XLlyhd///vfPvP7LelwDA68sW1FZ171A2Zpw6/pUbB6zrZRwXIioV1bbbhpPsattnte2AM163Qd/t7tyro/mik0/rlorrEqIMgXlBnn3JvGtb8k3t+gWG4rbDXpdI6o1YlP00WPHvWowijAyptARXThBdi2hXiOdpru7ovjPm5imjz6rcsU4tcx3BbNZH2Udq5pI9Al+LpC9Us1HMMphU5LYDVJ4utri6xov+4S8rQ6M496uER3r7PUa2lVNKBxqkpOkAVUVsC4lbjTDOVDrJXmoiUJw1qPXNa1VxLOU6bS/TPc2eXkKrMU2mray5+bcbXVtszHY5fH9IRXECUiFq2rEpkA48+DK91/wR91b2ycW21lE255es6Gk3MATMtwlrwAva2Oi999/n2+++eaXHsa5PI8V42U+roGBV5InKOtl0vELqZRwtsax1n0EU0pw2rJZOHQjuHBJojWkrkYKg41SugrC4yin6iri//oWj+Ng/A8UOsJ4wXSpySaOeATZLMSbDL1pEVF0UkWiJsUJTTwB7AQWR8iqRBpLl02od15jHIe9ms1zpPBIxUk1B5lGRMc+ZQDnFSKbIIVAVRWxCIlThY9T2jglQJ04VYqinxQkybF9urNkosVnKZ32ZGFNmKZ9jWahMKMdpC1RekM+yvG5J0hSmiBlNFMnzRSf2uZ7JuLrWocvBGISQ3bvxZSyH2txs8ZNDXJ87/2hZUria2RXQ/wQP8iTloz72Yo+D/y9Mgjml5iXuTHR+++//3cZif17Pa6BgV+MJyjrZcqWoskwXj5XpYSzu9paE0xjQNckQYvSjnUhsOuY3dcj0rD/snO9NSPsCgJryWgoneBwneBNTZ47dDJG5AnLgwa/FsTjFhmH+JXDxwIV9uKvcwq1O4Gu7lXmegXOwxtvINMxnRfYpk+oIwxPBd2Zag5h2Av9o6Ne0ymlUHKKFCHxhQmTCzGBkg/ovjzvj329Po40C4fTjs57ZKiIEARtTZRGWCd6q0XtUBfmyGSPykR4IU8SD7c8lc33PouKkALROFxVI82DFzNWloiWzkcIe3rttT7Wvfkjyr49S8m4F9x8ZeDXwyCYX1Je5sZEX3zxxYmovHr1KgCffPIJ//7v/85nn33G559/zrVr17hx4wYff/wxf/rTn1gul3jvAbh+/TrXrl2757Oz2/7yyy/5y1/+crLdK1euPHZMN27c4PPPP2c2m7FcLh/6vatXr558Z39/n88++4zLly8/9Lg+++yzx643MDDwCJ6grFdde0zkSCenQuZZKiWc3dVmAxjDxaSgtYaOCBcJhHcoXRNWFWpsQUR9G+22xhmLTEIiqdFEdEaRJvFJ2z0bjwgTQb2qWd0RjC+N0FbQFI7OypNx7+4q5Gjc2wsuXoR83Lfrdg5rPC5KkJP7zMHH1RxM56gqSRj2Hxlz3GekdiRKMZ/HqPh0X2eJ47583u3bfXTZ2BaxWpNGkCQBunOkkSNsS2g0masw1tPpGV4aNpsQG/TCe70+bfiSJE9h870v4iuBKJU0TYo0D15MZxw7M4fKBV3vViEITveppID2IWXfhpJxAz8jg2B+SXmZGxN98MEH/PnPfz4RjtAL1k8++eTks9///vfs7+/z7rvvcuXKFb744ouT9f/4xz/y1Vdfcf369Xu2e/36dZbL5T0i9f33339s4t6NGze4evUqX3311YkV47333nvge++//z5HR0d89dVXAHz44Ye89957LBaLhx7Xk6w3MDDwCB5T1stqR9cFRJPzRc/T9JXY7krrPioa2RoZGNReSnLsjfa5ZDpNceUGW3fIzPWiztW0RkBrMBoCFbB3wdOEgnUZETdr0qhBBJZMdgRFx+p2jggkUdCRTFI2m15oKtWXnVNGw2gCu3vgHM44cAIxlb2S9P5U0IUhxDH1nRobpCdtsk8seV1HJ1O0kySPOAfj1GCiGl+WJHpF7NagJV28g8xCIlnj1mvQjmjkSOcZbaixxR0uhGP8fAeDOgnepmlfd/qJAjQPifhuc+6aLiKsW0Sa4QLZ59xFgrEUqMRheTBqjn2EH2QoGTfwMzLcRS8hT/qU6SQp5iXgypUrfPDBB0AvMD/44AO++uqrh0aH7/cYL5dLrl27xkcffXTy2f1R3ofx4YcfnkSAt5yX9Debze4Zz+9+9zuWy+UjI9LPs97AwACn5RC67tzFrumwYYwIz1fDT5Nwtt1V0/SeZaFbCKOTZd734i0Mwccpzvle4a5WhOsF7UHBwbcFi1sd9coiZUCWed4YFfxj9AMXuU1uNoxlQ2kSuk1HIjVSQNDWZLEliT3V2tIsjzPxtp5ZKdE+JErlqbY7I+ishSZIqbUitHX/A+89EktoamSkiCbpo3/7jUFVBfOkZj7SWBR6souzjrQ6YJQYlNfYO4dEtkJORzCb0QURQgRM/YKZXDOf9yL50qVTsftEPCTiu825SzKB1Z62dqc5d3OJyvv749z8zq7rL+p5gvgx99Yj1x0YeEqGCPNLyKv+lOm3v/3tU6/zl7/8heVyeSKSt/zxj3/knXfeeeh6N27cYLlcPhCBPi/p7/PPPz/5+4svvuA//uM/nmhsz7rewMDAMY8o6yUihZDpCwsSpmkvmNdHDqUdKuprFG8riCXJ8TalQAQKyhJTa6pOoGJFpjxtURNYzaZOGNsDZtGGOINuNMYflDQupLaCvSSEQIPqu3qIpiUOPF4FFF1KlKWEpsZVNVqmJ08JT+g6TJhSV3294bZVFHrCNKhJ2xYl760/LaTCt4/47T9+NKmyiL15RRhG1FoSjS4QVkuC5YLu8IhABqSzDMZjrAjpLKiRhNrCaoWcTJDHE5in6hz9iIivUjDOHVYFuKlAnBXGz1P2bSgZN/AzMQjml5Bf41Omr7/+Gnh8NPl+tp7jnZ2dJ/r+p59+yuHhIR9//DH7+/v3WEV+ivUGBgZ4ZCMSmabEtXphfSW2baZ1I9h8J4ikI1B9PeFtxbGmgSR0yOOW1bWQuOKQzFeQJ2Tji5hoTbXsRWu36VDTGFO1HLZjbukLWOvIbtZUOxnTkSF+bYKNMmTqyMeCdSXpHDiRItAkvibNo96Ta3tBZ1AUOsXo03rRTaMo3RgtMiZ5L/i3B+/sI377zz6aPI66iDDENrAsQNQhcblmZBvGl8a9GHcOF4B3IEIgiaGuTjPueMoAzRM0CZFZikzu29DzNKp5AU1uBgaehOFOegn5NTYm2kaE9/f3nymZbuuXfhTvv/8+s9nsnojxk/Cs6w0MvNT83PUqzynrtfWsRtE5QUJt6ZpeMKbp041PKbj4uiTUMXpdE49SwrDfbdMc54NQg/fYbExnJerNCDZL8A6ZpEz+IaI8/I6jjSQyGctszqoasbA58UhxYWJRXc3mSNGsHBfHDq9C0lwSJjA51nFBoBA7k740Wtv2CWzHgq42KUare37n08jSVA7jBbUJiSWYtj8max/x23/m0aQxUJQCh2Oae7xb46TBIvFt3Ccjti2UJWKsCITqBfHZ7R3fH84LgkA+eYDmWSO+z1P2bSgZN/Az8HcUo/z7Yjsxrk+tbFh7Wpv9VXrKtI3+nvX8bv/e/ru1cdxvyQC4du3aQ7e9Xe9xkemvv/6aGzdu8Lvf/e6BZUdHRy98vYGBl5ZtR4vF4vS1Xt/TPOQnRUpMELKu5D27D4LjTnWNoT1YYw8WpO2CiV2g6qcfn1IwfyNlPFPQ1HS1xRpPElomYd1HbuMYbUUfmIxi2NmFfIRpLF1rGc8i8n96nfbi29xxFzg0U3ZfU7xxyZC4iqBYMjEH2KMVd/+rRGFI01Pr7LZxioyPBd18zrZLic3GtFad5qocX5e0XRBuFrS3Fvzt/7fmm/9j+PZb+D//B+7e7c/TuZx5NFl3EisjYqGRukFhiUYR6TzFRzl10ZyUspNd05fh0/QiWh6H4JcLWC7QdxbE3Rrpn/D8P2+TkKdsVPPC1h0YeAyDYH5JedkbE50txfb1118/snbxtmLFtWvX2N/f59NPPz0pG7ctObetpnHjxg3ee+89rl+/zqeffsp77733yK59Z9fblqo7W+Xis88+Y39//ySC/dlnn/H1119z/fp1vvzyS4B7xn//cRVF8UTrDQy8EjxFx72fewhag9eGsS+YxTWzPcV4L0Elzz4+lSjGb06YXUqZ5oZZ2jJODWqcYkYz1l1EsXQn84dNozDJmCaZYdIp+Ztz9v7bDrv/NGU+cfz3/w47E0Nq1oxFiVeSqlX4NMM1HVFToGvz8KDGGUF3T67KmZOiYkU4TliVitXtGlEWZJFhMumDJrdvnzY1eWDbcYytO7oOwkkKAf12pYCuxaoI0piuC7DueJ22JZUdQte06w7rAkzd0RpFaRJkrPpo/NOcf/XgBOGkecjAwCvKIJhfYl7m35yrV69y+fJl/vCHP/CXv/zlREwC/OEPfzjxJEOfuPfBBx9w/fp13n//fd59911+//vfc+XKFd55550TMfvll1/yxz/+kf39fa5du8aXX37Jv/3bvz3WarFd7/r16/zmN7/hk08+4erVq1y5coX333+fy5cvc/nyZT766CP29/f5wx/+wM7Ozkkt5T/96U8PPa7/8T/+xxOtNzDwSnC2XqU8br28zUTbdkr6JYewqekqQzhJkdELGp9SyNmY8OIcuTuD+RyTjllUMes2RrquD7ZqS7PWrI4sVSsJEwGjMXrTEI0jZCxxVUO7KFkfapwPmEwE472Y8aURQZZiW0NK/URBjbO5KveflPXKoYTj9X+I2JsadtKanZ2+xnLb9pHme9qHb0lTnDhuKS0CyHJQErNuqApHUYYU0QWOsrdYVQrTamhblG6YjAPkKKHoUu6uUw6XkqYNCNRznP8h4jvwd0Tg7+8c8SunKAqm0ymr1YrJZPLQ7zVNw7fffstvfvMbkuRRVTEHBs5nuIcGflas7cOoSp0vYKztRdF8/pMJnEcOwVrs4QKLYrYrz11+//iexYZtDNy5A6sVxNLA4ghRbrDW94FYDbqzTGeSTsREXYkUnm9uxghgrO+iO0c+jTHTXcRkjEoUWsNv/sGShk9+DtdrqDeWtF30Vgjv6Yqam/sd3jlGY0E+kXgV4vcuYLykKPqmLG+91Ufn7+/+alvD4oca5VqkN5ijFZsuRocZUd538tO1IRc1YbdhErWo13YxUUZxt6ELElQsTyYz2/y/SW5R/PT3x2BBHnhSnlSvvShegljlwMDAwMBPzktQr/KRQ3AOgcME4vwhnBmf8fKkKILTFoEjTgXpSD4ysmtML9iLog986hbaDdiV71tiZx6MpTuqaWVC9g9TkiyjPSpJgg2mdfg4wk9n2N0RIon73LkVvPkmpPkjutKdQ5qCrhxN6QhTh6jW6MJQtRHTeUicO+hagrpGZ1OWbXpSCEIpUIGlLhy6EX09Y9X7peO9MfUmI40djU4wRUc67z0iTQPpWJGNxjSHAfVkj2xvSrFwdLoj3xW9leOYvnIH1K1gHP0098c2eN22p/fH/ROBgYFfmuFWHBgYGPg18BLUq3zkEITAIQi8Q4iHj884QVFCW5q+xbVrCbyjWQp0FjN5Le19z+dQ131CnhC9CPTrmkQagr2U5qjGGtN38ZuGhIkiFh1OjmnTGfP/PubwvwruHGpUNqOtJd2q306W9a+nPYdKwWQmqDee7miJNQaSEekY4hRUJMHFmFXJ0Y8tS1KCYJsYWRMnLZF3VIcC0cTMXu8VZl+oQrJpJZUYESUFtqzRRMhQkIQO6g6RxBzqCesDyeoI4lbgC0eS3zvxCEPomr6GsnzB98fWvm3MvUU16rqPbr8MOTsDAzB4mAcGBgZ+HbwEXdEeOQQp6YKYiL7jG9bea9Q9Ht+6kiwPDN1BQXlQU5SK2vXJgV1RU9wssO2DyWnbMsVJ0m9KN5bUlQjTIrqaeBIRpCldG6AbS7dpOfiu4vCOpVj0Uez8Qo5Qgs1BzcEBlGUvJsOw/9tUT3kOjUF1FWM2zMofmKiKnWjDzsTQHif22VpT2Jxy1fujg3XB3B2gi5pbdxWHm4SqU9z9W83yuwLTmJOk8TiGzil0OsGGKYkyjOMWFRhMmLIOJlRdr0ajVBLmMU3RPVA0RQjwXYcLX/z98RLY6gcGnohh3jYwMDDwa+El6Ir2yCGMUlJT9ybj+xmPaUXKwQEEZU2EQUz7DoGbEpYriZQprGo0NdnFMWlkUaJ/xu9cX5kiDHtLA84R1BV4hw9jAufQjaMqA2SacXHcYLo1m01Ic+jxkSMMA2Zjw3zkCFRNGEuC4Liz4B1LGirmMwlV1Z/P45px53pzz4ZWswyfJDSVo1uXCNPRlDk/rjxhIumQqIMf8QcBI1ezMza0ZpcynCPChNFI0qiUqqhxomby5hilYDrtz7UQCiHGBC4jwEEoqCuJPu7gdzKJSVMSr2k2NY2IGE36i+OajkApRP5i74+zvVbO46m6DA4M/MQMgnlgYGDg18JL0BXtkUMIQS2Ok/uCoP/y9gv0UVzdWGayJQgjCPrFbdsnwo3HkOURsi6pb1k05qRbnlAxwqUYo4hjCLRHr2qk8oigwWlHtfDkoiFLAoTw5HpBMk+J05zVOqRca1JhiRJHQNN7iyvLNJPQhRR/g0mj+5rFSmHSMXW6QxskaN0ff5rCaATqTGjVtJZCznBCo5RlHNSEU7jV7XBwFDAqf4B1jXr9NWapQ9uIoFgyTSu6zZuYJEEpyEYRumqpNxnjWZ+4F0VwdNQLTuckQshtNTmgX759NY1CjieEoqarWmzokSqgkynpPO3rSb9AXgJb/cDAEzMI5oGBgYFfEy9BV7Rzh+DPlq+Ie6UkJeR5X194U6OrmjhM8LUjiPuOdoeHvVgWov/bjRyTuCANLY3Iqb1grByyq4lbzUZMiCJFmFg8Dba0mGxMbUPC3DGRFbJaIIQHIZCjlFEgKWs4uON4/e2MuKnwIqRJ9pAjiGSDvPU9TWnQFy4hpzmmNRTfLemo0RffxKjkpCTcKLW8kbYkoz60WncSG2UkYQNRCDojdZ63Jhni/3uH3FZ0l16jIaIpazY6IUlTsnZJUCxox68zHoMMBRhPWzuyscT7PsJsTH+e47g//9u605cunT5U2Eb+G6NQ+RirMnTm6AKBiiXp+MXfBy+BrX5g4IkZbsOBgYGBXyMvQY3ckyH4M+Ur0vS0TZ4xx+Zgg1MRomtJYk9nBaZzJyXW4rj3JlsLbl1Sbxwmzns7gw6w9KbYNDTErsY5sFVLOo1I5gkq0IxHjulcYPMxoamQqyPIcowNaCsLTYM2AcsDw2rp6YwgziSjeUSkS7wAPxqDsyAEdSfpwhyzrmhvHdE0p5bsH286/mvf0XQCazltNKJkX9dOKQgCRF2SNYesgzFBmhDFAucF3jraDhY6Qy/WhL4jSegrjcg+MXIbdQe4eLGfdzjX7z+O+5cQpw8VtpH/JOnH2VmJkyHpSP5kiXcvga1+YOCJGSLMAwMDAwO/LNvyFdte0mczv+oa6hqRjhCBJ04CbBpT3NrQEqMCgRCSpoEktMzVBh2PaDpJnp9GV6UElUVMmpYgiDk6MKzFjEjV5Dko17FcGWQcEL5xEQ5uY0TIZmnRrUUGjt2RJzZrZKAIyo5EZCgnoVrT+oQoCgibNfbI0h1ZfOPoKoNf/UinZkSzrPdte8HB3wThd4433j72VscKxhNo6uNMOI0UAQhFJWbMx4oggNpE1D/WQErdKvKkZTY2KBVhNh2lTSk7ifH9XCPL+lM6Ht/rpY6iXlBbeypIt5H/IOiF6nT604vVl8BWPzDwRAyCeWBgYGDgl+Ns+QqtH3w+H0XQdchYEyUBtXFksaGuN/j6iM4k2DRBhDHzrCWSAjPN6WpLJBzBsaAGQAiU9MxzQ/a6o6wT7FGHwEE0YnQszlTYge/YRHus6gipS8pSoIOApgyJUkFYNuh40zdZOVxBkDKSGvnDAp1NsOygRYJVEl8syPQRWkeURtF1Ei1i7nxfo+KUJDk+bKVgNMa6ADeK8XGKn3SkXS8gkwRGuwm+06yXNbtjSCMIggCzqVlXio1IGc9P5xpd1wfut1Hi7anN8355WfZ/nxWqcdx//+eI7L4EtvqBgSdiuBUHBgYGBn45tplfSbLNPLtXqQnRh4mbhjTP0EVJUxrkhTkZLfJuQ7UqmM0V6WyOtx7ZlNjG0m0co6lAVlGvvoLgJIEwthWxtNipxTUdImjwk4SiDmmCFJ/sclRIvDOY1mPDhHRq6RpJV2rMeEp3aKBYMdGW6Y5m7Naw2SAQiErTiTkuCFF5itFQHdZ08RiJJR0rIh2wOahx0whnBUnkaNYdnY2xYoKtFWszZjdcEmcRnYbWKFw2JrYNSXmHIJ9iEdQ2ZiNS8qliNDr1/gZBL4Lruo8eQz9HsbYXytso/C8pVF8CW/3AwGMZBPPAwMDAwC/H2cyvk8yzpvcRCHH6fjRCBZaJahHTnI2RdDImej2HuUP4lkBJaC22KGnVmNEsJB05TgzEYdjvo2lOhLqc5MjR8WdBwGQ+oi4dt82IqjXs+ENalRAGHiUgSBymdmiRoHyJ9IZsb8y0+xFlWphOkZMJyjT4OwvQFv9Pb1HLEbYoyQJLVxtC4YiVIw0d0jjatWRjAoI4JZqmKKXoKmjzHYytGVVLWpexKRW6dgS1oVYXIX+dQGU0XjKe9xU4oK9sV1WnVoe2vTeKXFX9qZhM+n+3l+GXFKpSDkJ54OVlEMwDAz8By+WS2Wz2Sw9jYODlZ5v5VdenCm7rJTCmV3p53oc/Dw9RQjALNWQRlUvJdhXeS5rCo+8cYGVIp3ImScc0l/3/5IQ49R5sO2LM571XoWl6RZllUFWockU2mZOFY+ZKEx6tadaerunoCAjnM6YTTVu2hLolHUlE5Akqc5y9F4LWjKgp1yuOqohwPsN0R0SmQfspIs8RkUDFDiU78nHAohvh84gwlVgPgdsm4SUc3nyTanME6zUyqEkTgZ3PWLCDGiV40Q9/Ou0jx9vyzttIc9v2h980/SlQqv/+aHRvR73nFqvnFpweGPj7YBDMAwMvkBs3bnDt2jW+/vprvvrqK959991fekgDAy8/26hvURwbdUenkeUk4aRwsBD9d71nJGtcq9HrjDDQ5LpCN3fo8l3yccQsblHLvtaxdQEuzRAJyLOlF+4X58dhVpfmoBVBHHC7mnDrKMCagHQkSLwkiQy2LthNj5A2oKpg9o+/QRaH/ThXK5TW7F5Q1N0Oq7sNVn9DmASI/7aDjGVfC1pKwnGKoMa2hp1LKWF46lLZDqvoEu4s3+DSTsfezNBKResj8vDU+r2tV3y2cx70h1mW/Wuz6b8/nd5ruzjOqzyxbDw125Z8bQvOYb3AhTEif/G1mwcGfimGO3lg4Jj9/X0uX778XNu4cuUKv//97/n6669f0KgGBv7O2YqtbfLfZtNHfLfRZmN6RZjnp8pQStQoZWI31MWGTqVYAwjJKHWk5gDlwYiIWgd0tYOihrsV0cVd0rdTlOTUPLttw32sOh2CsuxLq7XENOuadCcFAfXGUllPGI5Q0xEiDulMgH89g90J/PjjSRQ7Ad7KJoQ/Gg6/NwgREK0PkZMYKRVJclwOr4sIuhYVZEjZ108uC4vVDqUE47GkKKDUEc1RRBSdziOsPbVabDb96TrbOU8pUIEljx1ZLpCRfKBz3nN11DvuWGhbQ0dEqwVWO1xbI0JNtDchHasheW/glWe4hQcGjnn//ff55ptvnns7gxVjYOAJOdseOkl6xbaNLG/b1G17J2/fn0kKVFjGssZOM9xijUg0sjuCtsXUHUUwwk/3kDOBsBp3eEh7a4FOp0wuxL2I2wr2rjup0tHpBOlHeK/IdlMmK42v1yhtsbVBCcNsZHEeCELCNCDw7rSutXMnPofQdeyEJd0sYqEuEJcVbrEhfGNGlvWCtm0Ecez7bRhPc7fGFS1p6NBWwDpmlKREmaKu+9M0m/W7adteNO/s9Ke0LPs5gPfgOkOzqGmLFl87dCloVMxKpkx2TkXs83TUM+uaemGofMpq1W8nzyVZniK6mnpRo/34J6vlPDDwczHcvq8Cgy/sJ+f9999nf3//lx7GwMDPzi/683K/fwBO+zRva56d7Z18NilwmxBoLfLgNjIMYTaG5bLf9Mbgg5po1wAKdIPc3UW2Nc3hgnp0iXF6RrBHEViLDRO6smNEwarKkcYwGVlsW+FajVQhYaKI5wmF80y9JhUG0QpIwl40ty2mbKgXDd2yYeMTgjBnrCpkGhKGJV4nrJchOpeEwiGzgLp0pL5EF4YwiSAUCO2gqRGVJogn7Oyok2u2tX+v1/37nZ3TgLxtDW5VYCtDlEX4UCBwiK5GH2kKJiei+Vk76pnWUhy0WCJ03w18WwUQ52CcRaRBS91m1LV8dsvHwMBLwNDp72XGmNMeptvXet1//hKwv7/P1atXuXr1Ku+99x7Xrl0793tffPHFyXfee+89bty4cc82Pv30U9555x329/e5du0a8/mcd955557vPW5by+WS69ev895777G/v8+HH37IfD4/sUZcvXqVa9eucfXq1QfE8RdffHHyfns8TzL2LTdu3Lhn+1999dUznM2BgZ+XX/znZWvBOOsfOEsU3WvOhXva0dlGo1cVtmp71XjhQr/MOey6opMx0tZw5zYc3IayAtNBEBC6mm6xwa42/T6k7MtGCIGLU5wFefcHpn/9f7Pzw/+H+X99TX57HyUMIs+w4zl+OiO6MCccpaQ7aT/ZWK+h6zDGUXQRnQvRO6/BG//AaBqSFd8hD2/hj47wR0dUPywpb6+xmwojY8qDmrt/q6ltRKAkVju6xpGMI6Q3iLYmCO49JdviH0L0p2F39zgBMKqJpSGapoxnkiQNaLQknqbkqsUuCuqNBZ69o15dOmznCOO+Y+H2QcA2r7Lp+tB1pNxJJHxg4FVliDC/rJj7Ih9bk9rZlOZf8PnWcrnkvffe4/PPP+fKlSt8+umnXLt2jevXr3P58mX+9//+38xmM65fv85yueSzzz4DOBGs24S4nZ0dvvzyyxOxfPXqVX7/+9/z4Ycf8uGHH7JYLE72+ahtHR0d8cknn7C/v89nn33G73//e/b39zk6OuL999/n6OjoRMh++OGHvPfeeyfb/uCDD/jzn/98su6T7G+bzLcVy1999dWJFeO99977aU/+wMBz8ov8vNjek+sQiFAit5ltDwtrCtEnjwUSUXd96TfAoKgZ04kY35UEhETJHqnxqGNV5soK1iVCV2A0vPk2jEe90qxrRBigLbhlgfTdcaJagKPG+xXiVgEHd0irAP/2W3AxQ9815KvbGN/Rpv8ASAJnSech6UTCfO+kfF397Q94OUJenFB3CVEkEXpCcvcOm6JExznMJG1tsZsl0zclaS6IzIpVK1jfqZEjR5QIskSQhYI2lDSlYxNmqFjitKUs+/M525UnzU/SFHTZUd/dUOmIaHQqVCNhCMoa52tivaQxGtFkRNOUNH26C24ttFoQJgJnHM5JwvB0eRRB1zisChBK4M2zWT4GBl4WfjUR5lfucfvZR5VS3tsqduu5+wXZiskrV64A8NFHHzGbzbhy5cqJeFwul1y7do2PPvroZL1t9HYrQmezGe+//z4AH3/8MVeuXOHdd9/l6tWrLJfLk+v2uG1duXKFDz74AOjtFR988AFfffUVV65cORnXlt/97ncsl0uWx49uz+NJxg69+L569eo9vuXf//73T3gWBwZ+GX7WnxdjMIs16+8WLL/tX4u/rVmvHMaJ01App7l3bQvrlWO5Clh0OcuNYn2npiktxcrTlBYZWKKdETJWtJWj+HGNqXu1LyZjUAKXJJBnkCagQnAWRiOcCAkECBnQipRDO+POMmKx8Kxvb/C3DnBWoiYJTdFgjSfanRDvZqhqTVrfpbu7RC3ukjYL/NECW/Y12+x8jy7fQ6YhLkz6CYKz2PWGTTDCEiFWS+TygKRZ9gl+ywa7WBHFgp3XQsZhRbBaMAkr8okkySU7o5bdsEB0FWaxpr29QK0XXAwXTMWaMDAI1z82CBaHtHeOWP6tYPndmuLIkCjDG6OCkWqwMsSIGOMEkauZUKB4ukcLztFPZpIYYbuTSdcWIYCuw6kYF8hnsnwMDLxMvHQR5g8//JAvvvji3GV//OMf7xErD2P7eP8sZyOVLz1P8qjymVOaXwznJcf99re/vee8/+Uvf2G5XN5jcYD+Or7zzjsPrH9WdG7/3orap9nWb3/723vef/755yd/f/HFF/zHf/zHww/sKcZ+48YNlsvlA6XjhqS/gZeZn/XnxRjMUUGxMFgREeaCkL6CQnOo0UoycR2kKfXG0jWOzgjKRiK7jvHFlGQa41JJXdQsfmgJlWc0CSBKYZwjf/gBWR713eySjHEukOKAyDV044tIb6GpIQCLwmnQQURUrVm2jh82Y+pFTewdcZ6QtxvCqkZHI9QowVbQlJrkgseJENXWhEf/iQwv4IKUo5sBaRYQuJKo0Cjt8Rcu4Zs1flNCG+IUtJXGe080TqnSXUyyS5SFpJsC37SUZYKKBLqqCfCsgwnibsXIV4j5FJnGsFyxqw4IxjlBHBElfS1nva4Z+RrvoFiDDSKmr2WQBgS+xnUaNgEiseS7CUlnsa0gHYdML0pk9/R15U76zcQp0miiuqbRETLrlbNrOlAKkad03enk7DyGNJ2BV4GXSjAvl0u+/vprPvroo3tE0Dba9+GHHz52G1988QWXL18+iTZCL6BfKRHzBI8qnzml+QXx4Ycfcv36da5fv84f//hH4NTTvGXrH36SSc7jeN5tffrppxweHvLxxx+zv7//0EnZ0+xvOznY2aanDwy8AvysPy91Tb022DAlSbYfSqRKkXVNbUPWG/A/3sVZ39tANhZReZhMKF2KtKBiRbQz5qjOyFMHszPKaj6H9RIZRXRlh1UB8vXXSQ3oVU0XpLDp0F1C27R0OoDYo+oVyy7HypJ5bkCEtLVjvdDMAklIB0JCnhGbAr1pUGlEZpYo19Imb0OS4doKGQoC4WiKDrdpKWtJIC8g4pq2qig2mvCgJJQGnyYI+miwMYo0CghRFHc64t2ItFoxUhKqhupAU94pkRfBS0lZSVLfMn5jjoolxsBqI4milHl7h80qoMkukOUgRUxcN31zF19ili3txSkKkK5DhynpSPan8RlmSaf9ZhTpZEIS1OiDlnbtUSqgDfqOhZ3rEwvP5nVuua9884kP++duzT0w8CS8VLfkv//7v9/jBd2yFS9nH6s/jM8++4zPP//81RLI93O2Vex5P17PmtL8Arly5QqfffYZ165d45tvvjmJxp61MGyvwYuob/w823r//feZzWb3RJpf5P729/eHBiUDrww/9c/LSbTQW6haOqJ7vK0nRBFR1bBceFLvySKDrVrMYUuiPKJz1KuEOhwznqt+vJHEBBILyK1/Q0rIc0SgsD7EjSVSOFTXMZlZ1jpidaAxTUeYx4xem9I1lsVtSSUke3mJqlvceEY6CrBrQbMw5BOBSEPGShAmCgJLUN5GyDV6PKcVkkw0dHGEn4xRXYPXlqPbFWZTESuLylNa51n9WGFutuRvjFBhRjwf4RpNZFuSkaPWIa7tCOMAdVTR6YDOZKTzBJqSyB7hVUIwypCxwmiHF73NYTrtq1XcuQV17XFzy3otwaSIVlNvGioTkOkaE+eEdPhAIWfpqYh9llmStaTKoQNBrRXRZMwozSjXjk3d+9TDtBe/5wnglzxNZ2DgAV4qR9Ef//jHc4Xun//853sixg/jxo0b3Lhxgz/84Q8nHttXku3UvevOX/6sKc0vmG+++YZvv/2WTz75hM8+++wesQyn1oj7bQ3AQytqPIxn3dbXX3/NjRs3+N3vfvfAsqOjo+fa3/Y7LyKCPjDwc/FT/bw8UHXj0LFa9haLc8W3EPiqQjcOubcDYYQLY+zOBYLX3wSliKoj9GHfFEOIXkB1laG9vcD+9W/w12/h1k0oNrimBWcR7jjDbWcH9foF1KULZLsJO/84YXr5AukswncamYbYOKeVGQQCdEdgDDJPsVFOZyXOSWS1RnY1UWAJ10so1nROIbF0TmGjHCHA1i3V7RKLQsQhvu44+uuK6k5BJB3OOdbfrVk1CWWQk84TotDjG0256rAqBO/waUYZjFECRrIlUgF1skMnUqZxQ5hK4tAziRumSUMoLKuF4/vv4dbtgLu3Hd9+C3+9qTgyE9J5QpZDs9Ysb7c0PiW+MLmnDvNTzZLOXGi1XjCxC1KzxjQGiySdhFx6U/L2233hkvH4fOH7kqfpDAw8wCsxf/viiy/45JNPHvu9L7/88uT723Jgn3322Yll4JViW2+0ru+dfne9L+zc51s/I9evX+eLL77gnXfe4fLly+zs7DCbze6Jxr777rtcuXKFGzdu8N57750k8v35z3/m3/7t3x7Y5tkJzv2Tnafd1pbtBGybGPiXv/zl5D7ZPrm4fPnyybi3lp5touCj9nd2TNeuXePjjz/m6OjoREBvI/DPG10fGHjRvOifl3OjhVrQaEHZOKJYPuiZ1hrXaFw0ReoacIjJGAE4QCYJQveGa1fWBJMxzcZQ/O2IUC3oIkGY58QJqFZjFwXRmwlykveD8B67LOhuFUSJRI4zMC3dYUFXWLyHUXtAR45NY4IwwSURPkpxjUavD0kPfkDFATYeI42BtsUGIeVRSeAWtEEGmUbfdXjnWW0UzlmIpohkQrdckhc3ibKY/K05be0YTSGQAUJ4WhNy8NcVB2VCcmlE96MnYooINOlOyKqs6FRG5abYumO2PkDtBKiuREQN3sPBUUyhx9jOEEiFcQLn+klPVQVIkfDaBUUceTYmJbkwZjy/71o8zmT8iAutnGPc1WSBxo0miEg9djPP5aMfDM8DvxCB997/0oN4FF9//TXvvfceTzPMr7/+ms8++4zr168DPFI0t21L27Yn74ui4O2332a1WjGZTB66j6Zp+Pbbb/nNb35DcmrOe7GcNXh530/BXxKD140bN/jwww/PjeJ/+eWX99hnrl69yr//+78DfVT2k08+ObEwfP3113z44Yfs7+/zwQcfnJSGu3r1Kvv7+yfWj63ofNi2vvjiC/7whz+wXC754IMP+Pjjj0/2ce3aNT799FPefffdk8/P2jQuX77M/v7+Sfm5Tz755OR+edTYzzu+f/7nfz4pt3f16tVHPhn5We6hgYGH8Mw/L+cIlvW639YDQnu95uC7fsHe3n3LioJq2dIkc6askLEEKSk3UDeQxh5bd5hkxGgcsAnnFLcr5NFdsswjshRjjiPmwhCu75JFhujtN5A7U3AOvapY3qqJXYUVMV1R0rSSQz2maQSiWhFUNTtTjchihPM4Y9FeEbQlr8kDRjEUJsRrBzKgbCTlUYsd76BlQtc49KZByxQCyPdGtPkOdSeJfcOku0OaSXySsjlsyCJLJxNaLVASmo2m0YJ0mhBIiQ5Cgk1BSouWCW0yoWoEVBXpwd9QiSJ/c8aFt2KqDRz+2OKMQ7eW5OKMVfY649RgyprYdwQ49sYdapqh8oQ0g9mFCBneN0t6Eg/EQy80p58/QeKg1v1TiCTp77v78b6/L2czTu08g+F54D6KomA6nT5Wr70oXnrBfO3aNfb395/Kf7rl66+/5n/+z//Jcrl8qOD+X//rf/Gv//qvD3z+UgjmLS/hjPrGjRvs7+/zz//8zxwdHbFcLjk6Ojq5Vtso7sDDGQTzwMvAE/+8PESw2Chlse4f7z+wvjF0BwXLA0M+j0iyvtucazu0DpCBJZASu1oTT2IIAoyBzab35XpjSS5OcZ2h8GNGdkXuN+ggonOyL6tc9RXjJlGLKAuCOCR6bYd0pAiSmEUZEayWVAcltrOEs5yqgqMjqNcGX6y41N0k2hvBaETTSToruCgPee2SQI1STNVSt1AcWqqjis4q6qLFTnYJXUPQ1mwKqKMx6uIFsgs5i2XAJLck7YJEOcK9CaaoiF3DoZtx+0Dx2gXL7rijUWM6I8naBYsq4ocfIIkdWSb4/keJJ2Ac1cz1bXwQUOicaJ4jpMA5h9gU5FlAcGGXu+uUSdwQK48JJCGGKJHsvhEz2VVYETIbWUL14CzpkfeCtb3KPfdCHy83pk/CfMz/p556Uw8zPD+N2B/4u+PnFswv/R32pHaM83j33Xf55JNPTqKV5z0a//jjj/mXf/mXk/fbCPNLhZQvjVAGTqKx20nI/b7z80rODQwMvJw80c/LIzK0XKVxtn8U/wBKEe5OSGyNcC3d2iNkAHFKspeSUsNmQ7ERtJVDJX3VhiyDTakxYYInoG4Dxrsw6gxKQ5QKEtf3JLG2f8ksIhQxzgfULkHLMXkq8Y3l7qEgKiry16YgIJUdI2lpvEQJRzffw02mVPEOLpNcHJXs+hIlbW87GKVEicD+eEiAp+4CVqXEtB1x6FBHK/zeLjYaY40kcw4pJcZLvAhpypJuHDKejUi9J1oHZKlnN6sZjSOiVFFWgmIdoxtDHe9ShTGFsfip48K4RvznProsMGFG5CpoVjCbIZOIUk5IxoJskpA2FpoWP07oGmCcke2l5JcUwtY4pRC7EwhOlbExUK8fE7x9wvIqVvdNTB41ATutsHF+sPoBh8h5LdS3huf66UviDQw8Cy+1YN7f3z95VP+sbK0BD0sAjOOYOI6fefu/Rrbe321nvsuXL580Gfnzn/98bqLcwMDAK8wjBIvY1Ii2xmXjBwSSMbApFVUwJs8zcI44FUzmkjgG26a4TpOnNV2j6UyGtQ6sZueiJNpNsU2HjFKyvZDgSIEGjgVpc5wYFrkGfjzErJaIPCJ0lsObI34UKc4FHPytIi822KImTyzStOSVJiotxgVsoreJQsV8J2B+UTLVHeqHGryAw0MMgnWX0ZgQFypoHPlOyu1VTLkI8MWIOIqIZpo8LHHLBuSE5ULipEBXKeOiI8WxGe+wFglpviHOI1w+QqUJaSwoSoFZHKJWh7jZLo2P2MsbJgf/haDgFmNcPCWOLJkvqIsN2YU3SacpBC2mceRTxUZfJJsFqFYwvyiZTHprg7YRSdAiZQYyPLlGT1St4jHlVUznqMuA1glc8HjHxBP76F+BvgQDvw5easG8TdR6EQxlv14cW6/xn/70Jz799FOAk9rXz/o0YGBg4CXlCQSL2LTUm4zR9FSwbIXYanUs1pzEGMlmCeuqDwgGgeqj0yog5oCRLRBJhMgSZBaD09hcEXQprZGEUYYMStAdlpROA01D98OPbJo1Nklw+Wu0d0L0j98RKEX+//pHJm9O0GbJ+j//Cxdq0rd3yeYZ4a6B1RGN/JHRxTfIfiOQvoXvlr348h6ShHqp8WWFqDvacEwgPG04IcoDXCTwkxjhNXK9IM4Tgrah6VaYJqXaG6N2pgRBxdECmrWgdZ5pGuKyEDnqI6OBg3gc07xxkalfoMINa5eTFLfotMNOX0cGlnwKQoZM5ruoH5bkQUGdxVRLjwsD8gngQxabgPn8tOKJ1iBDQRqflo+ztr9GbQuj0eklPTd4+4iwsDFQHHaYMCWK5ROViNs6Ke730T9Qhu6cyPY91pGXoC/BwK+Dl1owf/HFF09dfux+bty48VwR6oHz+eijj/joo49YLpevds3rgYGBR3NGsJwVKt73YqdrBV3t2WjHppaMRn0y12bTi+WtjlGq19xaw82bsDiw/OPbjiQVuGxOnWTormSSaGTUiyMTptSkVBtFvYIsSokZEVULnCtp6pj62wOC5RI3H2OjGZsmo7jVMFIjplFL1BSk49eZTC2+TuiiXYJEEI1DpIWujAkPb6N2Q5x9DYoCWVW9mlut+kobG4mwLSw3uGpFEb1GFQmkNwjdIbxD1CVJavFBhlcxWQhhaih0R1VCN71ANIsQgWeiOlTTcLhJ2TsWk1s96AJF9NoOsSkJ2o5sU8I0xTQG5ytCbYlHeW8/nufkfkPgM2wcsfIjaA0Cx2gqSdNehIZhf03SyKEIME5Qr/scvoODfpn3D0aDHwjePiQsXB91WBTpPIVjzfokjgml+s+z7BHe6TORbeNlf891p9+PpCMNA9TQd3vgJ+alFcxbO8Y///M/P3T5e++9x8cff8xHH310Um3hbJTz66+/5vPPP3+mhMGBJ2MQywMDfx+cFcNwbwTPOEG9cr1QMQ6H6CO+YS9YpAoIpGC5gjt3egHmXP9vlt0bvewqQ+5q/KqlDR3xXCClIo1jajWlTmGcO4wTFGXvr+2j0X1XuUW3A1VI2i25tb9E/njI7K0J4uIuQTrCHTpks6aUEhXFTJs1YTRGlxoX59RrQ1DVmLpXh+ZIEJiU9f9dITb7ZKojoSXtLKoscFaAt7CpsGWD3DQEHqI5RKFn08CmCRiPE+q9XRyaWntGeznqwh7ZqkGphGgnRdZrsnbFRBdEXcHBaspST5m9OT5Juus62J04sqrk1rL3SqsopzEG11ZEbkUysWyWObs7MKZCRDV2tkPjRtiu5kJe8/pvUuK4DwpHUS9E7aajlinLo1Ph2TT9tWqa/jrN56ei+YHg7TlhYesCWpES7p7vvXgSx8QjffTHkW2zril0irX9BCAMj8e97tB5ysTLl1fQDPxd8NLeX1s7xuME2Xb5tpbu9evXuXHjBleuXOGdd94ZqjUMDAwMPIKzxS+6rv83CHqh0wstiS4kwfKQMJaEONYbwbqOEFmK8pqNTemOH8VvS4I1Tf96/fXTfdnWYO4uSF1HIxNqo8g3JbIpIQiIRlPaMiFTMZs2om4gz0/dEWUJNlCYbE4wnWDXK1ylMXszfCyh3BDeOSRcHVHbENdEuDAANaFuAjo5I+IOqljSWE3bKaxQzMYxsV5hVoc0cYofjdA/3mYSGUSWQpZQyzHWGqL1AaOFRi++p5pcQs3npJVB7GQ4GeHiCF9tkLokinfQ45yRbpCbmswWWC9o1JjZ2PFa1bI6vEsVaILJlGkuCIVAVCVJbAn3dtncKlgfWrJpjHrjEnp9l2bZkqSeqLU0KqQav8GR3sEJxWQvZZxopK5JxxFxIjCdY33Y0TnFoU45XPXnNcv6SY0Q91aumB/XaT63n8l9YWFnBS6QiIc4dl6IYyJNqY80tqxJxqeRbdl1yFxRh+mQ9zfwk/PSCubHeWEvX77MYrE4eT+bzQZxPDAwMPAUnE34EqIXzMacLo8iWNw1mLuaC6FBOodVMa0BUZe0R2vq6Rw/S3EOquo0+idl/7h/K7wVBu7cQSxWBGlM1NXIpsXthn2zkapErBbYBpZ3BUd2SpDn6HFKlCmM6cXdZNKPsSo8WepJJhp9+4DubkMa1AQ2pBIZQSToNjXldw1rewGjIaDF1S0lGXK0Q5zGVE1AoG8hrUFOcrp1jXcKL2JqBGOrkWFG26XEkxodXUS8Pif/4VuYzNmEc+azNVZF7M4MmWq4XZSMmga7GhGJnCyo0K2l6CIqnxBqyOOMPKvZlR0jbhKqNeF0gk49B8sFd80u8Szlzf82Rt9dUElB7BuECFHOMrmU4U3LQfo2S/8aQQgXdsB7xcJMqJY1q3XLdOzxBPg4RU5S2juKMDyd2Ch1ms9Zlr2NZjLpr98j+5kch4V/6lbr0E+S2nhCKGqwLZh7Dc9RoIa8v4GfnJdWMA8MDAwM/LScLX6xXvdRxjzvlzVNv1x2NV5AM7rISNW4TUdberwMSUaOAx0SovAepiNLUzlMK8gnkizrRVi5Msz8AlEsQMW0VpFQEnYlwuWgFXQdetOxkXskWITXJEGNrzSbbsKmUSd1eYUzdOsFynYkuyOiW3doFi0q7JBhiEoUujUEHmw+QwYQjhTmziHCNESv7ZJcyNisAe/YLAx25yIymhPNEzoZonYVXbHCCkOsKwKrQCn8zhTrM3yUkwQdYiqQjcB2DXFX0q0dVsMmHDHJQ8LlGr9e0IVTbBTiumOrS6So71SIw1tEM02sOkgl0louJCXaj9G5Qf7TnChbI1Y3UUmEyhO6jeRopQnzmHQWI6eG6W4vGq0FKxVRNkabjL8WjjQTvH6pt7dshaVS/fXdTm6apv9s+3Rg24r8cV0fn7pE3DPgHDihENMxuAcNz8IPeX8DPz2DYH5OXvK+LwMvMcO9M/BLcrb4xdY7e7YQRigszVIjNhXRKKZzEpuO8dJSHTlUKHpf7G2D37TkqkPWLVHn6LQgH8XUUcrdhWL9w5pcHqGamqA2BLZEyZpwd4T0FlZLEJJSx4goIN+JsEcWryKk60h8zbLN6EpHjIODQ+JyRa5iuo0lXd3FHBa4nSmp1rSNQi8s6SzGTGe0lQMRENsWJTQW6GpPuzFkZolX4Ka7uI3GpCOUkmSmwgchbT5G6ZpxFKHDFMIRunBU4RjpApQuCbqG8PAuqjOEYUgehzQyY7VRREFHvXG4REMiSEJLaDtkW4I3EKd0UURsDNy+DWGICBWTZoUIAvzeBbyaE4RdX4nDbRDKo167SPb2HmHnCSc1lRuf+HuN2Ub3JctCMnKg7p56wbdsr32e97l8ZXn6lGE6ffImei+61fr93BvFftDw/CKi2AMDj2MQzM+IPP4PVmtN+ry/BgO/SrTWwOm9NDDwc3K2Wpcx/d9hCBhD0PR2CVm0sCkIxAQfZWitqBtJrSW2gVB5ukqT+CViGuDDCCMFSjp8VaMqjdvELI8OCGaeiQqJxiFBbfFFg8gDjIoJyg1dOMW4gOlMIENBFBrq1iEjgVwdklYVemPxssAuViS7U4Ik4NZ3Bt0o4lCRxB5vDEFR4/OLtDsXcbWkPOyIR4LkrX8gi2uK7wsCo8m1xksJaY40NUIbNsk/EMRzorb3KXtAKIGb5Ig8Z2ekmI0azGxCVzQs1pZyo5kKTRhJwlFEoy1h2lHbmo6ITTQnLFfEyQIRQNiuMbYhlp740phOt1gJcjYBIRDWg/a4VYGuPXXjMOHrBAEkeoWYZBBfIJ5K9Mrim5bKZWgnWa9PS8XN5/31TZL+s63w3FoxttdeiD7hz7n+34sXH15F8DyeuETcM/JzRLEHBh7HIJifkTAMieOY1WrFeDwmODttHxh4DN57VqsVcRwThuEvPZyBXyFno3Ynf3cGVRVgDU5EyJFEuYZ2VUFkKJlgUOR5L4zqjUPqho1JCKcjAgPOg3GSW6uUblWz49Yk4450b4ZvBbatiUcR3qYUCw0bSLwl2enIp1PCRIKzxGlA5xzt0YbQVMRZTnG7odEFaVMQxw2ukWTC0+5ewLcRZhTTyRwXWdIoJ7+QMJor2l1JG00IRxFVIKnWB0zcIYzHLLoRUbfBHi0JhGTlLMaA373Ehbc0cXeI272AjifUlQPTkIwkKsyp1o7Do4AmuoDxgtJAtmzRRLjWESYadnaYhILk+5u0pUenEyIRkOQhiV4h6xZtwO1MkZMJWItsW4S0HO0vsXaJ0VAnM1yj8UrhRinj+RKfRAgS2tazrhwilmjdX8s8P62FDL3gtPZUeG5tF9AL3KbpRe7e3tOJ5bPVVR5bIu45+Kmj2AMDj2MQzM/B3t4eN2/e5Pvvv2c6nRKG4SCcBx6J9x6tNavVis1mw5tvvvlLD2ngV8r9UbsoguZujQoMJCm6gSSDJEqpbzbo0hCpmuzC+MTOMYlqwrnj+7Xi4I7l4gUwtaMzAhVLxjNJtCqJ8pAsd8TzhPXNFjYls7HBpxZbtnRVg5uNCbKkf+zeaVSWkLcdtdM0ZOjGIVaHiJEg3svAaMy6Js9TUmUglHhjicd9eTYvNXlzQLoRpMAqTDFBSlM7ujCjcy3rjaBctSgHuRcwnaANtIsKO8+JLs4IKocUkLMBH4CIaG3I3UXI3UNBgSehw3pB1QZ0yZQwCUC3RJs1nhDRtVgRItMQTEUWaWTYdy10ZQlx1vtz4STs61YF7cEGrUJEWRBGFS5JacJdOmJaKyju1CRJy6pJcVIQHXuQoY8qS9kL2rKE2ay/3sb0dpu6dFSdIM76BibQR6SftNLE2eoq97fT/iliAD91FHtg4HEMt9hzMJlMADg4OODmzZu/8GgGXiXiOObNN988uYcGBn4J0rSPLBYFqKBvGV36CI69sFEEhpTxTFMtOmhr6nUKNmAsKuKoJlYVSWQ4+FFT/6fHRzFJFpHGEVL2zTOy3QhT1ZRLQ1gdIdYrjKtwVY1tO9zO6ywPNL4rySeSZBpTbiK6xYauhFZG6LphJ7FkFye4ymPLClu3qNmMznmaTQh1jWsO6GyMSiUURwSVQI4TplZTFjmLVUp1t6OdjbCbhkSvGQUlLhB0ZYdrVuxebMmVQudz4gtTODqEck2iBNZ7TBBRuYRk4jGRIqggVQpXVrjlBiEs0VjRleDNkqRZ0GQ7JBd3GTUFWVvQbgwmSFBxTJoHyPA4HFvX2Ft3aA4s0eU3caR0+39FBYZgMmWcgFEVMsxwIqJerPFhjEgkm01fqSRJ+k0FQe9FXi77yK9wBlnVpKIldI4EQRrGRElKNlFPLDyfuJ32C+aJGp0MDPxEDIL5OZlMJkwmE7TW2O00fWDgEUgpBxvGwC/ONkK4jRZvKofSDiJBGPbRQoBkpFCjCV5UmOWatq1RgSCUGicjdGuIadjJHTr1iCigFiG5rFHek6QeGYf423eo/vNHoiygbAWb2iPLDplKXDSh7QLKb464k47pZjPixKOWFT7J8KOIJKgRUQDrAuE7YtVh6wXLmyFdPCEbKWQa0W06ykWFWRoi1ZBeukRw8SKmMXT/9w6jdQtlgFt6QuWxcY7f22O0G6Ow3PlekyaWbB7TVQa7PkDaDmSEUIo2yLl7pFjfbYhFR3dQ4q1DTefkTY0sF3QupGsiSpdQacdECkIcEsX4v/0Tsprg6paNTcnsih3u9Eo3COD779G3FrT+NeLQ44wmuZDilUA2RwSNxKmIuh0x3vWULsJ7RxpZ2laeJMB5f2phAJDe0NwtCIxBXIjYnQsi5RCmRkQamT65yj1bXWXLk3T2e1E8stHJwMBPxCCYXxBhGA4iaGBg4JXgbIRw241Pl562tUS5ZrwbnfiapYS2VWx8TpApor0pUje4VtCJFHm3JrUt0ZszpABpa1atRk1HRPWSQIb4usSVG2otcD7BtyWRALkzo7AjdJcTv7GDG0d0BxtsUVKaDNemODkirgWZsOjKYrsaNU3xWUYrSrrDFdPXNEHd4XZ2CfMJuWoo/rag3HuLfPcCrixpbi7QZUXcbdCrFi1CCpNj84CWmKlImM4gHm8QVYM7PMIYj00NMlHQ1ujlmtVqzc3VHq1VBFQobTCjGevKQglSZNxdRuS+YP62In7zIuMowbQGv1rRdRNI5whXkGMI5YigO+5R7X1/UV67gKtmfQLm0RIpLF4myGZDUFf40Qybp7RyjPMC1VYkUcf8NymrFRwe9pvatsSWEnJR47Rh9kbKzs5WcErg6VTu2eoq5/Eknf0GBl5FBsE8MDAw8CvjngihMbCpibqWKKxp767oggnjCynI/n8RXUcfZc0zZBISNBtkEpFiaRDUPmEqmt6nq0LyrqZZB5AnOCkRd25j1i1ttoP0NUrXhCPoSAiCgNBsqBZj9GRG8laGbztu2zn5bsbFvMYEimDRYa2nWGkubA5o6xqrI7LQ4f72A8HOHDO/gC8qqqLEOEHQglksUabEGUOcKJpSENia2HessktIV8PykIV8jdFIIUTAZmVwP6whSpCtJo1BpTELm1I3JVG5JM4zlK6pZY7omt4XvO443MxoS0P2xi5MM8hHZBOJajZs1h1eayavJYjZBF/351tHOVIFfYR3OiV0AckdQVd1iLYGFeBViEknBFFK0yq0C9FRTpgHZF1JY1uCIEXKvtJFFJ0m+kXSIuoWF0UodY6QfQqVe7a6ynm8kM5+AwMvIYNgHhgYGPgVcU+E8H4z6nSGsiu6u0usaGA6Q1tBveiY7Cg2IqWpHLFxBKHAdQaPwORT0llLV3Z0lSNShi6KqKMxoSnpjOewSvDlhs41eCcp5RjtJbFeI+4eslwIsv9HQpqxbgVBGBBOUqTUiLbGtS1hW1BvahpjEVGKzXLGdoFtNK1zVIWhvO2wKJjvUpct7Z0Gn4YUhUbqDuMi2mCC32wI2NAkM3Iq1puCoMswVqCNQumAabhBoih0SrWEJIZ8J8V4S1n3fcTV7iXWK0vWFUTO4DrL+LWM2W9idOf6JMNZglQ1mdiwXluM9lgd0KwVHXNEpNHTiFR2qKM7yKYhD1s6L2njCW2pUWWNiTJ8YymjXSaJJLQNSaqIZzlOG9rO0jSSPO+jy2XZC9gwcqSRI5oInOvvgXvE7FOo3J+js9/AwMvIIJgHBgYGfkXcEyHc3GdGlRKxM6MlZnWwwq9WtOGYok0Zj1KyTKEbi94IfOMIAkGUCpACn49IRxZ9ZLDake1NaVso7wQs7oZ0XcDuJYWPL1DfKSl1gK8bwkigNaAgGYVURYVZQvLmDp2LqeIJkSno1gaWNc57DvJL5LMIqhbqguTiDOEDlkVNF+XM4xbXNDRtjWkFpu1o7paEtiUeBTRdh5ERWeIwWLrWg625dTAlGUumaUuSKmzbsnQSE/TiUylQoSCPWo5WCrfUFFHAqsk4qgQXog1NAPPdEZ2xyMBjveDWgeS1JCYaSax2LG9uCFOJjTJGu4rIr2mCBC0yJjugqoJxWKPLJRsX0dbgdIdqOnQ6wSUpxnuCdUG8t4Oa5Iw7iw8cQdCXlsvzPtIcxxBJgVwLvHB0Vj4odp9C5Q41kQd+rQyCeWBgYOBXxEmEUFtk96AZVXvFmjGjcUwiO9L5hHoTUXVggMlEkhGj1zVtkKKDCFPUrNOUJJVkiUaPUjopieyaVnp2xpawPiCOEvwoIugU9a01TQu1DcjzmCRTfeON0rIuA+xBRyVj9DxAb2KSOmZ3eoF8LOk6+prEm5KyCcgv7VIcWVaVI47W6IPb2KNDdtOO2TilLC1d5ynljCiOYBSSmA7jLOEk5uAoxfiMdpVxMejYmQhUHhKHgpwGlwZIBF3j0YcVka2YouhUQ7D+jradsikFa6cYiYLICEIbEM8zohg2i5p1Y/GTCdZKRrnBu2PbRCpwlSCUDm0ldZAwpkCVa8LykJ3aMhWWNgCbTFAXxkjpepvIKEJNRiAEKnRMxwLNaaWKJOG0ULJUuKYjCNMHdfFTqtyhJvLAr5FBMA8MDAz8ijiJEBaO1DkI71VPq9VxktgshM5BGJyUn9tW1kiTlPpQY9saKyJGk45Ql7Q16CRkshOR6TVa1LhJSpTO6JrbtLUl8YfMwpgobZDG4DT4vT28jCnvVmTjhIKcblkSJpaqMgS6RbU11jSs0tdorAC9xpgRXZci/6pxTiJdSdcIVpsMGXji9g7JrSNiCQkxZeD7qhHTOT7QqLsHdD8eEIzeJBlJ5tOa3YnFiJD2cMUkWhFWG9wqpDMJzkK5spRJyvxSTJd4kqYCb9m7eIE4nsCdmrg9YJLOcFGAooPYokLF7VIRZDHRTkooHUFbU97ROC+RrkPEIb6tyOIAZIhTCaOdDqIcp1J8nsIoo7A5MhRYwDqQxRLyMTKSp7WWAwPrGrr25LGCLlqSkUGSgX92lTvURB74NTLc1gMDAwO/MtIUdCNoCkEoHCLsH9M3Ta+h5nPueUy/jSh23TZhUNHGE5SoiUxLksZI65E+oPExdQPjCNwoJWhTRNARTmJMu6EpLVFXkDkD4zF3q5zKzoiSgOhCRuVT4sqShwvIJvywzFFSEsyn1D9sMNVdpv80Y5pZbJ5w9Nc1m4WlbgVt2dAmM6LJmFk6pSgktLfJsghZlUxExULtIKMQs2mwQUTiGybpITbfRe2OcGGISAJUe4du0RFkIY4Qf+cupmpJZ3NW+SWaVhPNx8hoBv93QWo3zHdGVNEFRJ2xDBKSaIRF0ihLFML87XE/GRlB20q0TIn0hjAA5z361orWwvh1iUpy2AFBR3DhAlJ3YCzYhkwo6o1HtiWu7PrczPEMuhapdkhDhT4sQBhEHOGEQLcOmTrSUPcXWsrnUrlDTeSBXxuDYB4YGBj4laEUTOaSWsd0RY3xKUHQP17fJozRnD6mV/QRxarqm2BUFWSZIp6OSaMMJU7LJoTa0WpPxgIhHWK9xGFQF/ZIkwRdWvTREl/X8PZlxskOgemIUomXDn1nxWuuAFGzCkbMph4ZK5yZUYYNuV0yCzZIqyGIEKOcsXfYmwUuG5FejMkTi1ot8XlGE+xhkJjJhAsXBKpaU20C1j5lkV0kmRvMKIfdC4hphqgrsu6AuFxRLBrkX5c462hKjR3t4EuJ9Aeso4y7wZyjtaIud5jnHc1shEpC3ri8R71qOeimrDaCkStI5or5Tj/xqCrw2pDZNcHqCKoKEcfIoqR0Ca2EaCeCnR201gSdR6gYiQYpiA5u0R1oOhWT7e7iZyOcA3N7SZLV7Fyc0DhPQ0pwHEBOckmajlG6Pr3QL0DlDjWRB34tDIJ5YGBg4FXFWqx2OAQilE8lXJSC8cUUG2pcVyOS3oy6PHK4dY1U4h5/s1K9xtoWUxiPt0FJefzqEc7jj9a49gjRVgQ/rulEShppgvUa1WnkJKNuO7o7S8I3UwKnSVuNDBwqUcSiYDMZ45qSttT4aI4JU6ILU4LKUlUblPc4OszaEToDKkRJwUg2yPUGFQpW2UWEHKF8Sx6syaOGaJTR5lMicvImRMWCcvQ6WayJVreZ+gXB0QFLG1KuQ7LGkzcrRmhaMeLOYYe8WxGMWkw+Yj6TvPaaxDeCZSFpl5Js5MmUYJRKZrswwxGOBE0Lmw20peFiuCAoF8BxlDfOMOuOLNRYDSbZQduQde2I0IiqIfKOaDdHxRHhxZRw7xLEAdoKUJL4tYhwdYi+WWMvvAWuv17bpiJKAUHUezaeUyxvrdFDZHng18IgmAcGBgZeNYzBrGvqVUtX94I5SGLiWUo6Vk/+dF0p5HyC3JpRG01UNzRNgJxEsFmfJoQpRdf1lReM6Z/mnzcutypwTUvZeOytNbZxbJaHFKsSpRy+rCgXhgZFOmqJbUmb7dBMM8JxhlsXtIcrWgwBmnFlWXct0VuXCF7bIW4gOFjTFjXOBlgxQuzOMU2NCjqEDPBhxFLOWTYjTAFvTDRhHoKpMZMRUTojChVhJdDJiMnIkZZHpN9+xViUVEcNyzsgkcgcTJYxXvwV6Q3qtd+y0TkpNW+kC9QUbJTTqAAiQVDD939zvH4hYOedPureHggWtxxlI/sKfl1NKjfko5AwDXHG0hGjpmMSX2LvHrK2AUEyIu48NlAEUcJGR9hVyGhpSC6NmMRrAhzOCTwxloTSpXBwB7lnCLPeaqN1Xz1wMgEln69Q8tbH3rangjmOB+/ywN8/w+09MDAw8CphDOaooFgYrIgI877tsmtrmjsarSdMds4XzedGBbdm1CiC5ZJ0mqCzlMb32xVVjWs1XTxBJYrR6LQx3Nk8MWvBFTWbQ4NWI9gcEG+WBEmOcpqqajHW0nYCu6mI5hPkeEIiDW6zoA4TXNCxWWiCpYfmgFAs6HREXB2wWdd0e29zYSxp4zF3zUXGYoN2nqaStDJh6hakm4aj6BKVT7AWsoli7Ar8qqTOc5xMyFLwZUG7cbimZVIcMVp9T3L3/9AS4peasBCkypLM50jbYjToxSGT5DvW/h9Zpzkjq0F30BhMeoEokezswY/fdmiR0tleIHddjCtr0lGKxFL8V80m8nROMm4rVBaTpAGx9ASLiqZxhKIgG4dEVtMcVVQHNU02p2kDZH1AOu4z73yU0FSO7rBh02i6IGFiQHQdQRafWCaa5riZX3Z+CbkniRjfX7Z7Wx2jrk8rcwyieeDvleHWHhgYGHiVqGvqtcGGaV82DACJVCmyrqk3NXU6vqfL8blRQWVJY4eKjhVS10EQoGYjJsff7zqJkSlBW5PGNelkfFJQoSktxWG/vvGSzcqy+b6l3AjSYInQG+SywnQrpFdcyCoOf2xo/A7p668hnaZdbFiOLjFJGtY+5PC2RC0MYeNZH3iCLCTdzdmb1ASHNzlYVlShRo4hnYCc5LiNoLjT0Nxa4NINShTIbESSRoxyxaTrG4F0csRqaZHNEckbAusl49xgykN8tcE5C52hqQKKNiYJW5Rw6Jt3cOMUkaRorZDlGsGKTsZsjlrspoAsx74RItsOGTTEaQRpelJBQquU6UwTippOB7iqxhQFKmwxyjB5IyaSBbQNzWGJcxCaDdx1EKX4riOkJVYlkyTuu/41htXtGnJ5bFKWiLIhETVNENOtHKPRqYANw/4S26BDjk5LyD1NxLi+r2w3nNo9nqK79sDAK8kgmAcGBgZeFazFVi0dUZ+Ydz9RRNS1tFVGlvWe5geigs7gyppm06KFYzIVqET1IchjBb4NOp9EHX2E9C0EGabx1Ec1btFSF47VWmBEjBOKSHfkQUekK7pGsBZjzKZgZA6wdUXTjTFKEmQZst3ghKAoBIGCQDbYpSX2LUGe4esQYVo67UnyiIt7DfmP/0VRp5jZJYQXoFsiGTIaB8TxjIN1wnJ9RJTF7ARHcLRByIDV5C3S12bocsX61oJQGkyYEQnHjrlLEEGzVJRujm5q0lCjW4MpV7hO0xUJwd4eXihqUuJAk3S3iQJBGeYkriXs7mJbSd2E6FYSmpr5OGXTKNJUgZmwWdSYRUHcFuiioJOCQkU0UvFGXUCxRDhPujhCjCKQCnO3wFtF8voOREmf3CcnSOnZFBa6hvlbI7QBJ0Pi6gguvUEdZTTLmtG8DwUL7zB1h0sV8ljxPknEOAj6z7w/0yHy/FvvSbtrDwy8kgyCeWBgYOBVwTmc6T3L95VP7hECEXi8dX1dYnlfVNAYWBdIY5CjiKYT1NoxtmWfjRZF96idkwoIXkDrMVVHcafGtoY4j7BSoHEsbtc0bUDiC9pVjYwt/vA2vl1hW4PZVJimJjAhKjToO0tqF1DLlBpB2QjCpmIUaLKxwCtFEASYjcXoFrtqyMKOzpe84Y44/G6DTHLCiykJlnE+gt+8xeJuwvIbD9MpG9GQOLBhgp3sYQnYNAmLZoe9ozW7/ygwjaFaG0ZBjchHbJIdsvQWQd3S6JBQBwgv6CpP/UNLO5kR5CPUWNGIDKZTokt7tD8csLptiN/exaqUsnKEt2vmI03jJ4hIsV4rmmaMayx5OkUWa1hX1IGgvbumnjjeuWQZpZZNEODGU+x4h43uiGIBUYIPFc4KfCTxviIoNzirsW2M8B5VVTgRwc4eKkrpyhrbtUjhcS6AJEXMTkPHj4oYr9f9HCqKOGmnXdcwm50viJ+iu/bAwCvJIJgHBgYGXhWEQCiB4FQQ34NzOB8QSIEQvci5Jyq4ffYexwCEUUBnJTbLkUXR938ejx80sx7XZK6XLbY1JOMIaxx1CZ2VaJUiNkvauwfoztP4gLSWpFYSKUHXOKJig4oiWg11q1B5SKQCvK2pZUa5EeTNitRqNBFh1xAAAoXfbFg7B4dLotwzms2ZvaFIogZRb7DUlMypvEMKC3fvkvpDvBLYzZKuFmzEiNrHlGpE7i2LH2sSaehKQdHFFHLENPM0PxyRrRcwHdPpKc5ZQqupREa7tDhzxPzyBYIkoKw87ttDnExwUYopLEsd4Jzk1t2UW7dq4mnNxXfGfeR2YzGHDe1GMmkF84li5EqkcDQ1LP92RH7RIua7rBljV4669Oh4SlhWxEpjvCIJen+yFxYWC0wWoKYZaj6mVGOSLEMIiWGMG2VI6ehaQTqSyP7SP3hvnMGYflnbwoUL/YMHrfuSgstlX6f7frvGU3TXHhh4JRkE88DAwMCrgpTILCba1DQ6fVAwdx1dkJIe2zG0PtW+tC0cHYA5fuYuBCKKMCLFBQqZJHDr1omXGXFcVu64a4mVEV3REHoNqwrXOqofBGUbUZuU7kij77bEkSMzJcQRzQZCu0B7ATsXsSuHb1vE7kUIA1yrUZEljWDtdhBVQXX7AB/nhGkIQUCw2dCtNTiLdwqZjEgiTxp7dGPQpaTrasrVTRqTk0uNyzIm4ynLI0OzvIPS38Mb/0SdzkEoWjmlqv//7P1ZsmRXep2LfrNa9fJiVxGoMklAOnZ0H+4DpSawCWITpGwCTS2QUT0g1YRkD5hdoK7ZuVfn4YgEmagiYhdernKW98EREQASCQKZJJXIXJ+ZW+zt7su3G/bcsOH/HHOMgVrPxKqlknt0EsSs4siGZGba8YCMHRbDXlwmw4WJqLUmu2lx0VA+fYF3Cvv8feZzjzvM5O9kPP/jnBcvIIyK6anj/3vI2dxl5DIih4HjMbG+uSIVjvz8BYVJGALTS8s+E2S1Ip47Yi0xwZGiZ+4Dk52ptyWmgbja0HUrgjvhZYPOrlBGIfKG0b79MJWkYvQKnX99kvxl+d+3CtxxvAjqPL8shdcZ3ev1RTB/m1f5B7ZrLyz86FgE88LCwsKPibKkbB1uPzKFDJN/OXGeLS5q9LZ8I4yk/NKXaj3qeIBhvOTCKXWZRg8jAodsq4tCukQ6XAKX4TJxPh5htSKKjHQ8IksNRUZQhmMfkX6CfiLzA5lyKBJjtkISMVWDPD3incQ7T5KKxj6Rjg5vSuZiQ24nnsKWkCmq51vmnSfTgdMkYbaoKVJOe1ZqwL73Hoe4pXIz3eOIDJa42yNMCedHynImrm84yYZ9PzONAXW1hRSZ7/f4TYtprxh7gew9p/WGtjWYFqZ/uOd0EvTngM4awjjRkBNMjqAEbZBtQSwrjEw0x1c4rVmvImE181lfUYiRVX0kjisaHErP4EfGDobUkN8o5s5hqozzOFPVAnl7jRUS1BFxd83OJa4CrHKLN46Tm5gfd5gmh0yhKwO5YtjPjEdPnuXUjMSnL5jLLWFdIAtPN+o3udnfVub3Zm18aaF47VdP6W1b9uvnfWXpMc8X33OeXw4S/obt2gsLPzoWwbywsLDwY0Jr9NWKlfkyh3lIeATkJcU3cpiVugib8WGkjPFyIuv1yFBdEjByRtRpf7nv9vZyQQiX8fQ0valRlv2EGE7E6galFJOFiEIWCnU6I7oDymjKGsZ8zTAkUl7Sl4K6eSDv7tmLGxSJZHIoSopckJoNeXZDGSPZ7QecTYt/+Q+Mnz8xp4LMBzLhycMjrt6g84bhacIfIvn710jlkH6ifLxnvW046UgudvRdwg3A1Q3nXjE/7snDS7wxTBPoasNhaollIIkGoQ8U5xeo9EQ2WPpQ0xVrauWRUpKvKsJkmTuPFpaw2XAM15y6I+IfTzipad6vEd4yfXbPHAqkVsRYkjcZDy9H/N5TDBO324BJlnzoySpHPyZSULhYYoeJ8uQxuUeLI5ss0BcV0Q9kIjB3im4oGB52lGEitCuOfUVWZ7hixenRweFE886Kuta07RsHztd4vTbO58v31r71Kg/DxYbRtl+fGGv9dsr8+vm/Rbv2wsKPimV5LywsLPzY0Bq9banqCjNf9tVN8e1Nf2UWcGFmosSohJwnYq7wDqSC0nBRQEVxUUNte5k0Hw4XRfXl9yoGskJjH3aE21uOR40QcDpDP2rq/Znu9hqNZT4O2FiiiowMR14LNu+/h4sb+p0jv91ijCDFyFxtaaot6umeV4+SIay5u35GlgTqNCIfes4+Q6YVqrOU+gi1YhoT50+O1L6jFkcIPYGGKnUgNUpLpmSIIhF1RlhvMZUnJc+DeMbZtejkaP2Rws1sVxmxfg/mxPE0gc5wQdCbgitzRihQxyOr8oSbVoxlzTgZYqhYZx1qGgmh5HQEPY9YvUJOjuq6oEKyHWZu0gOcX5J3oMqcKRnO3Yx8eiIpSW7PaDuRNc8Zyyt0GClWijYLuKczY7ZhN62I2rB+pqm1ITYte7di3wlUbjCNwYSRbTkCLX0PivC2vvwri8SYt7b2qnqbdNF1F+F8dfWr60nKS3rGqg6IFJFaorLFh7Hw+88imBcWFhZ+ZLzNzlXEqC7ZufHbp3xaRlZ1ZEwSO5aE0cEwkWeSkhnxsMf98pfI7Rbl/VvjM1zsGym9MbWWz9bYf9yz+3jPJK+o68uefkgTiECIike/Jktncmau9UA9HYmTxa5KSuk5ZjXTYDAZZMJi9Eiznem1wT/2aBSH7Bmi1BT+FcW71/Q2o3drtkVPZY+4siFfGVzfARBFid80ZEKRn17its9QtxsMOU5JrjeOIVpmWeJUSXazIhxzvNMM50c2KlC+U1PImXNXcuoU1kEfK1Z5xKsS2ztksaYVA0//8yXhBpKcEClhqoGYMuI8Aw6VCdbZwBf7AqxBzScKAtVKMZ9zjs7QZgE/OEKVoUi00wM+gnjnGXq9QinB7GtcVVHaPfqdNdPV/4HuDVWRaEWHUA14Rx1nXF5StZJmDcFmmDhjZMZ4sIyn+VJY8o2QZefeToetvfzqlbpsNEzT5fu3Wd8X7OApGclYqv4W/rBYVvfCwsLCj4gf3LYmJTqTtDoSak1crZDDmfT4xHiYsfsz2AzklmySlLFDh/mtAHo9ckwJ7T2yzFCDJ4sWbKScOggdWWVx/oEQDHkjcb0nhMDT1CBF5PCJpcpHrp4bukyQZotyM+Iw4AZFd1Bsw0D9zoahvGb3lPCj5VC9Q+gPYLYUQrJSE/M8I8Yz7bgjRsVoVrj6inEYyYPCC5C5JpoMJSPnkyBfl5QfvMsQSs6j5EZ4yv6B6/4l5ZUhv61QcaIpfslV2XPvriitJ/OWMS9ImSJ3I3tb42TBDR25n1ASRMrQJqH3O7Is4qcCddcyywpzdkgb2NwatsZxbgRquni9vYt4U2Oe3+AePPm6IP/JM2yEQnlUbnDDTFZksL7FzontrQHniENEGUOQhnjuqdYlKUai45KSEhwcDygn6MnIG0mm3y6UUK+YZ/0mN/mrTX8pXTYYfsWrPHj0eKIsPeil6m/hD4tlZS8sLCz8iPjBbWtvjMwjqixRpcZPmhMNMcvQm4R8dk2UGisK3OnEykS0dvD4eHmNtgUpCeeB6CNXq0RWZPRPPUXukBvNjvc5nwQ6zqy6B4wCn7dkq5YITGMgppnrGLhyj8wh4h3MQeGOe7RTXNUzZXdGSc8hOkKSxPMIMiOvA9FKwjBipjOyOxIySbf5KdPqHSSBcBrZPzjmfiI97RidojYzxJr4/AZ5PKIKyc2dJHdn5Kcv0fPAGO6YvCbOGTKWWAaaOkEJXpTYfIObDqjRkoryYn3IJQmN2mwgBcrTxJBKdlZTvbfFmIwqdoQuoNuctnCY7sD1VpCuN8xdIJxOmGFHlY0U725o/ugK2TQMfWIcHUZ4ok8EL7CUJClo9IRFMjlBqR1pmEnDgGlH/DHiRkmzVqR5plM1s26YJkBBXSvKskS7kdiPxNheDvWFgIoR9RXLxrd6lRkpS49ul6q/hT88FsG8sLCw8CPhu7Jz4Tva1r6MhmMcQSnG40yMkjyN0NRQN6hpRPkJi2HsBlr8ZV/++fM3qRlx8hAsEkcRzpzOM/MAZrOibCqGTwf29wo71GxvEtX6Gi8CY+eRdwXnY0/WPfKsGWnuSrzXnE8B5xzSjTyan7IWA+KLFzTREBuDdw499uQ+ITPNvfiAQhyRncOHimku6J8iVAUytWQbgZgczfBLtKoJq/fRdz/Bmgq9P9BuLe/knub4D3THV5weJsLDjqfDFZNuKKcK0h7T71AhEDcbyqxjUjOiLMjCTO9LRNtQS8HDrLCjIjkHeWIWFd2hJLqSLJxZFzPFTUnOjPQOtlvyKqPOJurbDNlb8mDJTUSFEaKmygROaqYeXF5TxSNl6pHPbpFZJJ8tXiWm3YASEZFlzKLEYdiWETMc6DuHvd2gzMVWYcxbm8WqzpBuRvqMOFtU+Iq9IrvYK6TUF6/yl21/MgXUab5Mln/Q4ltY+P1gEcwLCwsLPxK+KzsXvqNtTeuL8hlHwrHDnkZ0ri8iZ7W+qCl9qcdWacIeAiGMqM3qIpa/3GaX6xb2eyKG+bMH6BUu23DftfikCSqwyo409ozsID1K4vvPSalkPp4Y9o40jJhsz8Y6olAIkZE3DW0bcbniIb6HiIqMHXkFwkueppbzrCiEZ+OfYA5EXSDWa9wUwZ8RbkKvK4IsaY+vqCtF/uEf8cr8lPKqYY1jGFbo0z3p//MpLydBFC1pVVAddhSPe8S6xpucxzlhTidMGWmqloPzqOHEEAxZnEkyYz+1aBU5PFj86ClLiby9oq1qpmgQYmL7THMjO0LVI089h9RSzYl16vA2YDYaR82xy6hO9+S2Q6scXeVo6RCqoGkL1jagysS5jEy6pWgCdVVhP3mFfzrg6xt6a7jaRFalY55KQopUamaMOUXx9kPWNME4S1rpyMcDkxWoNgPzdXuFNSvKVr/9cOZ+08W3sPD7wSKYFxYWFn4kfDM795t8Z9ua1tC2RJkTd2AqBdPw9slaQ9MgTUbwEOlQRfY1IaSiJ9u2nHae0+4JdEGZRWLoCNaz2x+x3YxF45JCZTm+CxweLfbFgeb8BTZ6DplnqDKqPNGsIiZY8puWW+WgHzkERfACvX+gDxnWZsSiJYSAkIHjEbQqWG8q2qNjmBx55slKydAHKv+AbBt0VZClxOlhpL4qCSRefu4w40TXvMMmG2kzR7bJSV6hw0wcRhp/oNA9pQK73+NGy3kuCSEwZTe45l3mLzqEAaMTXhnGoOjuodk40tWKBAhm+g6kPYPMyN7dUsxP2N2AKxqm0YIucEJwTA16DJT3M/UzBUiUtqzGM+r6kl5STkecuKRrGKUoG3BmTYyGLFrqQhCzgilmyEYwHSfUTU1RfD0Zw06RwEyZ5zjTMLnL/VIqYlbiziO6HinLL+0VIVxu3yWIl6q/hd9zFsG8sLCw8CPhK3bkby2J+D5ta7LIEG1D9CMqy2CcoHx7QfQBNltkEqDFZQ/f+4ug1pqy9DzOkV6sWK00/RgRT4+I88h2lfFotpxeRjbdPVE5TmHEHQcy29HkntnUDDFntBUhk0RT0xQ9AkEpR3IfGZxmH+7IXYDdjrqyqG5PcXqFPx0Z3UXcpy86TJYzxoJsPiFenSikIVByvP1/oWhwx4HR1kyzxT6dML1ldVuhawmPA33vqP54C9NANT2yOb6g32YcpivGu1u6g0eMR4pk6Yst1lyKXw7mmiYe8cceaRJ5q7i5PWMyePQFj+kGOee8c60paokZTiQBXhhGW9KkHlNJ9EqTr3Kmp4R9uefw5ImV4PoWSjGjc3VJK1mv0bpnpS2jj9je41WNeHfDppAYFXFB0k+KaYQyLyjmE3kT0frt71dK8ONIzBOmLVl9GYJi7eXXLAQUbUZpZnTIYLQXq0WMl4DmrrvkzX3zcN9S9bfwe84imBcWFhZ+RHzVjvzVlIxvbVv7avTBl0JGKcg3JdO9QwkPgksDoFYQPN4r8iqh+HKyDJd/lSKEhPdgakP57pZ5mJgeegSSporolURWkZcvHVFohv3AMFjau4p6sPg5gVGkoiDtzxyGAhsNxQcF9mnibHPOpqbc5FTZiHM50uXkqUP6nig0Y3GLySZwM9MuIVeeWVZM1RYZjwzJMJjnEBsYM7ox4oVEJUHhOzY8kU4lx75kZSf8MHL8pSe7aslHh4gW/f77MG7ok+KQwK836GlAFgUiKJxL+CA57izVeOLug5L1XUmddzhV0I976iwn1wX6ekP7bklxFojdE9Mw06eM/HlN9k4FmUFaS6shKs84JURZUV0rVFVcLDHeX0Rr26JXK1ohCD4RDyekSih9+R0XSpHby6/MxJxs0BBmCG+3JuJkEVIii/ySoCIu5/S+tlSkhN5dTv297sV+vb3x9AT393B9fbl/qfpb+ANhEcwLCwsL/xv5Fk37nXzFjsw8X7Tsr7StvQ1q/tas3LLVOLdi7AxZLkn9SDzPeGEuYrgMoC8qKriAjZr51Ug4nLC6oXMlYrOCeKAU9+hMUOIJQ0c+n1Ep0LXPEPs9czdhVgoRa5wRJK8wZU2lRzK7I3nDcd7A/oBoC3SRk9c188Mj8wxXH1yTHwPjq5mzvsGYRHZ+gZqPnNW7iJTjzgP7QVBtEschp+tGruM/Mtx9yGkqKPRMEvHS0rf/grReka9aTGWweUmcT8R//BjfvyStIBORZqWYdpEoc9z1DaiEGQ8I2RKdYX3+nONpZC5r5Kqm1B6RGxIZ8XRmU0Xc9Uc4XXIeNX28IncDctgxT5LMGISdScEThCHqEnV9Q973DPU1bq1R1ZcLQohLTfnr6r2vdlifj1DlXx7Yy8jKkrrWTIcI1zeXBWFn8JeFMlGSbTOQ56/ZK5T6yvoL8WJ2LorLdPs1eQ53d7DfXybNdb1U/S38wbCs7oWFhYX/DfwTmvY7+dKOTFV9i9j+HkHNWmtWV5qzadnf58xhJslEuc7I8glyiy9LxrNnOI6cHy3JQXmaCFctvVwxTxrn17iwpjwdSKc9frZ0tsCX76Damu5h5JBK7Fyy1YG8FWRDR52fKQpB2ltcfyJ7ecKPnvDBH5G3NYV3pGfw+SAYQ4HuZ6Y+kleBogA/lLhsixaRvJCsz3t2Y83fiRvOtLTcw/mE3P3/kOIWXxnyTKB2n+EmR75KVGJCdB1VlePrBhl6Aorz9U+I5gqhBH6MdF2kNGcwmnTuiFdX6LKk6j3TOkeuGtKqYsokQkgmq5hmh0wzh7Hkymg2jYfzgF9XHHbXjMczx0dLGidiWeHqBjFPyGAQoiH5eGkntwlJRPnLIgmjxZ73zJ0lnHpiSEilyXyibEEPA8wzpcpxecGoW7JKI8sKO0WOZ0kUijpBHCx5N1Jelb+63sbxrRD+tsV3dfVm4o0xiw1j4Q+CRTAvLCws/Cvzg8tHfg1fmwq+5htBzZcJtkJmJcpesnJD1eJGj388Ux2PrNyI1CCGDHdI7NcbmAA0Lm+RVwEZHLse6BTFdUQKx+w8+wN8et6QxYxG9FAXXN/m7B4mVHLc3eU0m4ls6PH7QF4EivOAZmY8RwapEGWOFRq7S0TnkXmGyjfMHLEPFjUEkslQTUU475AEhtUzTmLLbCfW6kgoVowppwonbooeT446P/KOemQUz4iihSzjGG54FmaU6xlCwfrxHiNgFBpdtAzlM5I1hH5kDAZhFOb4wDAKbN2g727IdKA6C3a9ZqDlKa7YdYb1CnyKpHWB60a6XjCOcHw5YncTwUO7LgjHjv5+pN+2yFHRSkslZkKW82SvSIOjvLfkmUdrASjSILBToPMZDDO1gLLRSAlT1LhTZNUo9DyjVzmruxWj08wzOKfoOoXSsF196aTISqYnh7sfWV1n6Owr3p4vp9XfmYjx+lPaIpYX/kBYBPPCwsLCvzI/uHzk+/KVoObXE+zXxRNSgkwZnGZCmXH+/Eh43NOsJHJVXwR616POOx57YHvN9lYzDJCVinFUyCrH7O+JWNzOIb44UPUduVSYPNFPBh1hcJqmdLTlnuAE5pQgCVKCrN8zFCXTVOBERpArvGkY8xb6yEBOCC3PMk9165k+H2F29LHGyRa5bUjqjB8dEg+AFpE6nrmpPcPZ4V1C1om0vkaeHjDDIyOa3PbMs6I/OUToiMIhxYQE5LPnhPKGMHm8MsxOEdCUvmOeEzI4xuaKGEv8OKCt4jrrmeqaLCiOe8n93lBsC5o8su8ybp4rkg/sX/UwzejkeHQBI3JevJioXnyBrjNcf4P/4AoXFIepQMqCfQzUIjJPkv7THYgM806DFoGVdFhREIOiERNFo5lExZhF2iZdWhmNoC0uuxDH42V5fNVdoXKNulsx7kfGbqatv+LtyTI4n5dEjIWFr7AI5oWFhYV/RX7j8pHvw5dBzT5KTufLzzLmcnMOHp4kzImi7vH7M6YwTKrATdCUAV0UhJ1AHh6JQuFX28t0WoIbPRmXyez55QQpI5Mz0e4oDy8gBtarNUK3DA85SgqarWR2EhUCg8jQX7xkPj8ymQ1elqi7NWZbYTYrgsiZzo46dpzmHCcVWZYQUtCVt5xPkjCt2W4TVTkh54n2Hc163hM6T1Mn6ibxcCwRQfNeOjIjITqy08h5ahhThs7Alxu8Kuj1FeV6zdWNYFtNjElyejmQxgOZrqnXiv2h58VUk6oW1a4ZD5bZRzJdcnvjqQvHwyzIK0mtB9ZZxxQN8uqWem3wNsJx4GbtcJMnjRMhRYIsEJVATR3TF3vGq58wDommGHn2QUZE0o9wvh/RPmBut8wzSBOZp0h1ZXAeZmnQ1mKaCpsMQSaUnwkuEqN6kwT3refxtCa7apnniqqNKPMVb4+1v10cy8LC7xmLYF5YWFj4V+Q3Lh+BNycEQ7p4UX/loOCXW+VjHwlBURSXS7y/DAyHLtLvIs46xAjVxrCOHhUm7HFAxzPh85fwskPePiF4H5VvCVVL6s7o7kBUBts5xPTI5tX/wo4DeZ2YyIlxRBwH7JDg+jn8u59Q9B3q1eeE3ZHz/gSTI287ylaQ1yOjdJw6GITBnhyZGNBFYB4isreEcSKUNY302OEB383EKqI2DZlIzHMkA2SmeDwphJAEU3DsJrJ5TyYTXkEd9thiS5YLfHFFlQbqG8u2dFyVDmN7ji6jy67I8xkmjxgHVmpgv9ny0t9y7u8QmaESPXnxnLYqKOVE2s00V4ZVHXHdTMw01U+uCSi6Y6B1Dm8dWZrJ68DUe6q1od40mGRwL/e40xNq+z7NxmHEzPGQMLmgWOf4PuHlZdcgbyV+kExDpGwU1ksK75FEfFLYKeJnwRwlUVx+/+MIm82361spIUlFVOrXt0P+k3EsCwu//yyCeWFhYeFfkd+ofORLf4XvZ8YhYp0kmBxZleS1fntQUCmCzrH9iCxKuu6ib6YJPvsM7MlSNIZCe2QB3kYOn3c0coJwIsUeF3K6yRJf9tCeEaXDiRPZ4YBXms4X7OSK+vSI3nWgMrhqqHzEeZgGT4bFDkf6lxsyk2jKnNzMsNUIdcXsFaGoyE9P+Icdnfo3dNVzsmHP2VT07YbJSZ6v4O59T3Y8odWZbujww0zHHXVdMOYlZW3xY4+cR0a9pfrJlqdd4mEnuHNHknX4KSIqkE2JLqCY7inpueoeMDHD7yxhs8aJSJ15XHXFCYXu9zRXkmupcYNn93RkLK5YrS9FK+jI2ClSllMai/AOpSRFnZB54Dx72jriXwb02FG1iqnzkBWU2UWHFgLk8zVuHJH1xJPdcHQV0xS5XUtihFpEbLhMjAMKU2eEYSTVJSlEYhKAJAToD5aYl2T55QPVNF0CLUKAm5tf9cb/WnfFt8SxhCiIpkTWJWpJxFj4A2NZ8QsLCwv/ivzg8pEvTwj6yXOaMkKSmDxi/EgcHWNc4Zx+c1Aw5iU2ONzjiJcZUktO+8juc0tSmjmvScnREtD9iTT0nPuZudshrwSpqhjyNdOY6L+IqMyRuye8yOm376CnE7U7kLkBud4ghjP900xeKlLdksYeGwPqsL+I6+aObZkjRA13V4juQCl6dpPg1SyoD5+yXUNyDh8VcX3Dxn6B/fyJ8jaj/iCDQuJUi1Qr/E3O4VxweHJ8WFnqVYaWl8ru1h7ozjnTWFKSSLPnOJdEnbPZGMq4Q42BeO5JU0d/gPDeB+Tek9WR3O2p6oEXn04wSaa8RpkVdnAEU3AtdxjdsU6WRpTYwSOykgqYgyEUNaGtiQHcQ4+3PeVWkzPhn/Yol5jiGlMnmjIxnR3RCLyueTpmzHYk2ZayBJG+tBELRZblpHlEmBJrwRQlcXaEfkTGiNxWOAdxHJG5ptyW+MSbD0wpXaKTU4Lb26+L5u90V3wZx+KzirGPl6m1V8gz5HZJklv4w2JZ6gsLCwv/yvyg3e4vTwiOlASgyL4Mbs4zlLWUjIy+fXNQUGaaKVsR7EjOzHmf6A4CUZWU24vg6o+BanjAv/iCfs4Yu0hKkj7llI/d5RBcfQXeMrqI8DNewGk4cqVPtPYJ/BmTZmQucfuOUWzRWSI5SyknbFkRMIwHi9mPmCpDu4kSjxGBvH9CnPcUmSf6E9nj/2RY3zBOhqkP6AxsVvP46LmWjhgEzjRsi5mmTny2bwjRMqmS7O4DCgR83hP2e1ou2c9y1JTJkUroZ0V7fuA6P0CeE8vApFusVwQaBq7ox0ARQeweaTPF0FZ0sST5Hrod1exZbyqMMdRlxuNUsS08de35tLuDkPF8BWKeOe0j83Ek0rJa3zDPZ8buhJEdzSqhhKF3ObmCJAu8yDDJcv78keYGykqgz5LjlPOZMZRxYluemGLBqA2lrsnciSID5yVCemRVYjYlHv21FJbN5iKWHx4ua+3q6vLv93FXeA+nXuG9Ist/80SXhYUfOz+qZf7xxx/z4Ycf/u9+GwsLCwu/Fd+rfATenBAMKsOePMaN0Nu3xRVSgHdkNxXzrKiqy2XCaFLTMs45o/aorcZkGdHOmNOB6AIPB0PdR2QpiN2As55XU0RrQWVmTH2kkwVRReZTT5vtee99j7leUw4CP2W4l0f4sgjuPFnseURoja7X5BJMnnMrI3qShBhQweFPPcaeMJ0njR1B5ghGYrHF2Jl0fIXXW4ZUIs8TnZD0ass1j1RNR/XOFRHDbW2Ypg1Ey6qQhG2ke/XEnGrqViGaEuUq6v7IlBvcfr6Urdyu0Ycn9OmADZoYEnHTUm9z9gfHQ9dwszVUuWNWgsFvkOsaNw6UaaDKc4L3nA4Fttiiyg5vBcEGqrUijBOESFFIPC25sBR1TnFdosYBXRiSNnTUrK4CzUbz+eeJzHWIbmRbFHCumUJBSDnxeKY7ONqfKNaVRc1HHu4Vp6qh+PCW+llG0Up0JjkPCpldJstfTWFRCrbbi9gdx0uB32r1/fpGfqNElx/axrOw8CPgd1Ywf/TRR3z88cdfu2+/3/+T13388cf8+Z//OVdXVwBsNhv+4i/+4l/kPS4sLCz8U/w67fCd5SOv+fKEYEyRdDwjtb880TvCMBHHCSkTUhlSfUWMl/+lZ9KTxpHj/YxOEXmK6H1k2g2E0XIYc8wgGdId4dHiu551GjHrjKe5xg6WLSN5E0hZjZzPdIMga86EPEM2JfXakI4z9v5APxZEEqvSk29XCD8xppzSd5gMjH3EBoXqOsZ+opcZrmnwo2DwGTJpYpVTuBMYw1ZFxrFlOiaKIqCKjKRnqvRI90JjVYM2kfo6I3SeYYDhhcDlDWVdYJjIwxl1vcbVLdYZVBpQpmf2gDDM+oroBDErEdYiP/6Ya1Gi5hPaTph3r2ivMvq9YxY57XrGmBs22wAJ5DZRdfccPg843WD8CIOAQtM2ktQL0nCi2j8S5xzyQCMnanHiZCO+yNnc5fiY0MmxVj1uVWLevSbFyHyaOH02M02JbTlzsykJKsc6z6YcyJvEelNx/bxE5ZoQQE6Xqa+1v5rCIuVFJFfVZU2uVr8+qeWra/cHJbr8Nm08Cwu/4/xOruC//uu/5sMPP+Q//sf/+Oa+jz76iM1m853Xffzxx3z00Uf8/Oc/f3Ptn/3Zn/Fnf/Zn/PznP/+XfMsLCwsLX+P7aofv7H748oSg7HpE8kRlSOcztg/YlBGTQZ3PiM+P6DuNvFoBkM8nYvDMIcO7SP94ZPi8Q/iZ0F4xH6GSiZf7khQqVFNDKFmLiOx7iBOZOKHMGockKY0tVvTRsD6foMyZpog6z5iHLyjVmrStLyLs+AmjVcjrD5hcyTR68lkThgmTIkorbL1F7k9EUzFQEtc3tGqg6vbo3ODrilsGfD8ixwmNgboi9wPji89I1lDc1GhbIV1Ea8jWYO82mNst3sLx5ZloK7KtxGjIn14gj2d8N+PNGlGX5G6gNkcm3ZCioGkkrAz83WecXmoENUYqiiKStSOTWeGzgut6JLvT0B3Ipj2DXCGqnClvGFXN+fMDJR3v5wc2d5FXsUYWCisVq/CSbepI9Q0xK5DThCBSbku272wISuCsIomS2/iI1wlWK1bxgFYN6oOSqqlR80A47gj7RFyvkJkmzy+FOM59fX3B5b6iuNzm+bKj8U/xgxJd0j9TG8/Cwu8ov5Or9y//8i/5+c9//k8K5G/ys5/97FeE9l/8xV/w0Ucf8Ytf/II//dM//Wd+pwsLCwu/ym/U5BfCW6Xzum5YKdAaNXZkdcPwOOL7gFMFWQbGjsTVis4ayvNMGka0Bpk8fSjJSqjlQLaNhLTCfnrP8eDIyxx3Sui5py0jUgnkmEgvX1CMFo9kQBDHHH+cIOXItqGzAfViRyruyNsb4s1AsJasm7B+JJ4nbNUwiJIYBdkqY+dueMG7XPX/k5tpD7Nj7h1FGCnKnKY07CtDchKvczJtcd2Z9/wTDsExSGTvcazpjODoMjJpMXNHDB5dKPT1DaMt0Dpis4bNBwVis4bPPqWQM3O25tgLWpWRKY90DtGdaDkg+x1q05KkxqucTErUe1uyqSPZe8w7G0gBJUHXGYWcL4f4+pm52sKVpAgRb3JMLhm9RDhLKTvIEo92g2xyrm7B2itUq7hRB6pKITeKNEo6v0YmT95kIMAZUAR0TKSYSHpkXXnMswyVXxSwSwXnfcB9PiCPIDdrklT0PTw9XZZQnl/W2euDpmX5wzpHflCiy/Av1cazsPC7we9cTc8vfvELfvGLX/Cf/tN/4q/+6q84HA7f67rD4fCtovjDDz9cbBkLCwu/Ha/FbAjf6+lf9X0qdREVr7XD68nzG7yH/R4+/RT+4R8ut08+udzn/UXpSEmZRtx5ZLCaTAWkHYlCY01FWSR0oRl3AwwDmAwhwMhAGCwiy7jaJsoisplfwP098dUjd9mB7dqj1hWyzLEWRN9jTk94D30Hu7Dm4BtclCg7IvoO+3QmjgOpKDk8/3fw7/4d5XtXnMp3OG1+wnz1DsJkqKGjcwWTVUzrZxyKdxidou7vqQrHug6stoKNfYGcJ86xxXWWatpRhI68Najnt4gyp3j6gnMHUebEckVQBaNZEcqWojW0pUf7CXd/YvhkR10nrv54Td0IzoNCiESbTWwKi5h6fDfSnSRPQ8OwHwgu0p8jY3kFH34Id8+IVcOYrRicYfcUuOn/kXfF5/DwxNP/ekK9eomYJ7L5iMzEZco6DhRiJh46jlPBw7kg+MsktjAee54ZvSHLIoSA1BJz1RJExjxG3BSwncOIy4enFCOrbEBVGUrLN0vmfIz4wxkzHil2nyHuX7H/hwPuNNKUgZQuy7XvL0u3qi7i2drLkvo+1uLXQtvab3/8zWvxPb0b3/PvZ2Hhd5HfuQnz3/zN3wAXW8Zf//Vf87Of/Yy//Mu/5D//5//8ndf94he/AODf//t//yuPffjhh28e/ybzPDPP85vvT6fTb/rWFxYWft/4DTyZP8j3mTzsdhdxLCXU9eVJ83zJAXMO1mtYrxHdQC4d0kTCAD4voKwpMkGuE6LV2G7EqkSk5PoahmPk6YVlOCZyf+Z6/oznco/2a1yhqVcaYXtiyCll5L54Hw6aIvO49iNUkSGJtPJMfrwniYi7eU7+fMO5t+QxIBqF+ukH5DLh/u4V+7OmigOjyHE+gZuo44iqSpJr6PSaLAx4oalVQqpApRN598Sclah2hRETobpF3tyxniLno2CSLVEXkCwu1pznhM9y8qlHPLyi3a554VvieaarSqajgrNEvbBI/4SRjv4YcSri0UyyAT8gUyRvC/rmhmHSyFAzHizr9pp1NVNnD1i34zRPpL97gcwHyrsPuLlaQ5Gh3MR89JznhBURMR5RCkJRkpcZz24EkDg8WO7MHt0mJtWgUsEYStz9Huz5IoL//oT3AqMjVZkwbkBqQS4FKW/fqNy599iXT6zFiSy0MFr800gxRbKyRj27IxQ1syzJNxd/8zRdRPsP7Rz5Xokuv1Ubz8LCj4PfuQnzX/zFX5BS4m//9m/fiOSf/exn/NVf/dV3XvfNA4Jf5fUBwG+bVv/X//pfWa/Xb24ffPDBb/7mFxYWfn947asYx4syKIrLv+P41m/xLfwQ7cA4XsJ2jbmIZa0vt9dfvw7SrWuiNAijaYpI20JTBFb5RK1GdJ2RENigmIMm+ogxsFlF3l8duZGP1MNLtEmkpuG6mijyyGEXOT+MFPvPME+fkyuHv7kjZCXBR1xU2KhRcaaNe3LlEKsVQVWMIaPrEuMo2XeGVNWsnxVU1yX5yuDHyPA00MQdCcE8JsTUUZhEXiiknZgPPePTmZQrto3jWTtSXhfobUMMkelx4OGFZ8+G/t1/i7t5l1mvOboCN0fGo8efOtxpoA8FOje880cF2/dXnGzB0ytHUJo//kngj39iKTYF8emAPYyMXrEvn/NU/jH99U/RqwLZFKRuwOYrTP6lMI2C1Vry7geaoEoihu2dYR126PFMKGuG6gpPRshKerXhs+mGJ/0cyopkA26w+ENPN2ke4xWj03z+SnOcC1y9Rgwd/asz54eJ4f6EH2ZGC+E8Mt2fOA6S05jRnWEa4fyyoxyeMG0OQDic8Icjxg7kx3t4fKAVZ1Zc1mlKl42HLPvhVuLXiS6vd0fm+e3uyZvX+qp349f9UXxfH8jCwu8ov7Or90/+5E/4y7/8S/72b/+WzWbDz372s+98/tPTE/BWHH+V117o3W73K4/9l//yXzgej29un3766W//5hcWFn78/CBfxVu+t3ZI4aJi4CKYv0mW8UbpSIn0FuFnYkqousRkoLo9/jzQTYbDveXoKrpQMR4tbvTwcE9+euSu/0c23edsVI/KcnRbU2eOdTogjGIsrzmoLXN1Q/bsmlmXlLFjIw5cxXvU6YC3CfKc7nGiO0eKtkDn+pLy8fDA0//1OeHYUxVAuyaUFbHZoKJFaYndD4RuRGhBWrd0+S19yJBDx1U+U/zRc3S0pMcdp7jmPtxy6hXdIOh3nmlMhN6yMWeuW0tY33Co3+dVvGNnG+YgqK5ybv6oYfvMcFt1vH/VsXleYlYZRiTaKhE3W+L6mub//Antv32Ptpgwh3v8fiALI3I4kfU7xvszu5Ni+uJEf/a42RHWW87lHYNacxJrHveSzz9JfHpYMUwS5SdMlWHLNZPTDD7H1WvK6wbdljz5LYfHxDhLxlQSI/Sz5uFzS/jlJ1ylR34qfsnz3f9N+/H/hT32yKqkqDQieM7nxP7eYo4PVBuDXjXw9ED0llBfIbcbZGYQ+x3CzjR6YpOPbLeXjYrXn8N+KK8TXbbbS6bzdnv5/s1rfW/vxjJdXvjx8jtnyfgmf/Inf8Jf/MVf8LOf/ew7c5g/+uijX/saryfL3yam8zwnz/N/lve6sLDwe8IPztN6y/du8hPx7ZT62yZvUl6U9ZfvRTUl2QfvYL94RJ07yDW+3NB3kfB0JjQb2ruSsoZpP7L/n59y7V+hjUTlYPBELGEaiUFjTEJf54jN+1RJkA2RL3rBy2PF3bMtpR4ojEdqiQ4CKyt0P1NoRx5yosvIpWPr9ggROfeGY2zIhj0+SGTZ4uWa9vwZG/UKu/b4LjJO4KecYj4QtEBXObPMCXOCyeFwxDqwuTK4/cDpOCEnz/GhImUCU4+s3lWEm59QTIp55zkGTf30yFV9hvl9uv1AeXxBdaUYqTnbmWJb4XLPuTvRh4qV8KyKDnP/SBES4af/Bu884f4LisOnpJ/8BHO7JYwzuylDHR0IySQrnj6feIgl82FmUI6xyfEOuk9H7O0NNmvIKktp9pgQ8ChOT4Esu1hmfvmyob3z5N0T9r5n/sfPKI6vkGnFsNmSfKBUlqYQpMYgsoy2Doh0YvKRqBJys4bzEaxD3twiZ0kEyEuEn5B2hFKjwgxUJK1+6wHvdya6/KA2noWFHx+/84IZeHOQ77sOAP6H//AfgG+fIr++74embiwsLPyB8lt6Mr+XdhDy7Yju217ndTkJvDm1VZYKZyqmU48RnmmS2BQRQmLWNdVKozRsbg2Pv3QcTonVbYbREl0b7KzI/YQJM6cpx9++w2qjMWGEyrBHcec7fvKBIVNrRJGhdq8oG8m+y3iyW55VR8yrzwg2kssDUs9IP5Ov3mMqM8pVjjxZ9kMNzRqZdpjuEa0CbiURfeKcaqIQXDeOrHGoOOI/eaKjwBcrlJ/JD/fEVyeaILgqAtv+kX5uOZoPsWPLKg00xYmDHDF5hkwe1Z3oPt/BcECkhG1vmY4OMYyouuSAQa0SZgAbE/tdBPUBtRjJO3uZzE4TUktKOcHwRBSafciJSZGHidi25EWAh5E5FkwqZ+4DYXTsfI1eZwgtGMsr+sown4/o+UQresptzTFuOe48bb5ndInpxZF2fEleJHxTkxC4ZFhtC0rj8Ocn7ConPv8jCmmRxzPd/oCdImUCVi0qN2QRphmSF5QGVG7AeTD+8tyV+pcd8H7vNp6FhR8nP6oV/Cd/8ie/9rHXk+e///u//5XHPv744yVSbmFh4fvzg/K0fpXvpx3UZULddRdB/M2fY+3loqK4TKKlRAtY3eSMdc7YBc42oreCwniKjURr8HNgOlnEqqUbImE/UISW8qahFg41Ssywp7ofiOWBkCXEPNPnJZtiROqCvgukWlDLCFfX9KcMoz2pK5CmJzhFmno6XROiITc55tkNutggGzD5jH4yBNHQx3eRfUdmPPK2IJ8+w8+RrNK4qmLyB/LTBE1LJ9/BFBkrv0O9+gwvSvKmRo6eJjxhmChly0xFvH/ASYPPK66uJFO75dx4VFGQTz2DKEj9xOgKxlPO6AJDMuR1S3p6xJ935LWifb8mjQarDWOec372x7zPL1HHHc4FpvwKZQJtFZl3gUlWlOuK4ayxs2MeIlV5ZFaapr2iOw2oaSK7yZlEiS4Ed9ea3Gu8jzBPbMSZeS4JKLQKqGhBaOrdLxlEjRXX9HlObDQME/mrV5D+LVxdIesG01nEPGGjRIUZGRPKCFwPYppRVzkpy4mTxQ0JvZb/OgPe79XGs7Dw4+RHIZh/8YtffC1b+dvYbDb86Z/+KX/913/9tQi5jz/+mMPh8E96oBcWFhbe8L19Fb9eDPyKdkjhYsMQEvjyurK8PGm/v1gvXtvDXqdybLcX4+n5/Ea8v35dI8FbKItLnTWZvJxTPERi7ykrRbaVVD4RxZo0DSAk9uzxoka6PcHN1HTEVckoVsjec5VJ3GSIMeJ6i0qeQjmGOcHuielZTlMLKjUhc82Y3xGdIySDFImJkl1sEWamyBXiNFKLHpfX2F6Al+TzAS0LitKiTSJm1SW5Iq1wdqYaB7JxoKoVchqZg6TLVozlc0LWoDT4Y4+6u+P2w1tq2XO+7zlMIGuJfNhxPHq67BljfYOcHPYcSCbSi5z5JClGwbqNxHEmoTjJa9Qm0ESPmFugw2AR4yO5KTnZEiVm9GnHvSwZvOFwtIyTo61msqsV1UpxHjTDLGlOZ2Qauf5pidk0HM8Vyu4o939PkJp+bMh8YHW++Ni9T0gpsVFgtgoVLNJJxllgfECMA9ASdYa6u6HtXmIPM9YLQj9DlnNVO8gjsW1xToB1FHcl5Vb96w54v9O7sbDw4+R36tDf//gf/4OPPvqIP//zP//afT//+c/57//9v3/tuR9//DHb7Zb/9t/+25v7/vIv/5KPP/74axFyf/7nf86f/umf/pOCe2FhYeFrvB4Fj+NFzL4Otn2dmvE9R3Yqecx0Rp32F2G8318EsPeX17m6gru7y8G/4cscZa0v911dXUT0Vw9UeQ/nM6Y/kM8HxO7+8lhKl3OKUVLUGkJACNCrHJPDaVaMo6LMQXVHTKlJ1nFyFWN5jWpqxM0NQkne0Y883/aszEAmA5l0rDhwqx4x055iPhKGgeEUscEwxJxXf9/z9GLm4VyyPyq6ToCz+Gg4ugoVEj6r6K5+wnz7x5R5pA0ngsrofMXBr5l6z/Tq0sZ3ap/jTYVqKlLdMtTvMKWMYj6iT0/krmOr99yEl3Q7z4sHwRdPGfe/HOgeJ+yQ+PxQcvq8ozg9kF6+wj4esF/cU+SB9v0Ntr7i7CuO1XNC0bDOet7nM2o5Uocj6dwxHD3H0YDRrN5b0V4b1HQgfvYF/TkSippj/ZxT+z7RRZ7VZ9brRF2DSTPGgCkUpjI4U+NEQZlDm84X2wiGUVbYpBicIReWpgrYpPGHnlxZ8tstbgoQwuX83HVL/u417VXGpgqsysBGnNnWge17KzbPSlbizOZZRftOs7ghFhb+Gfid+jP68MMP+fDDD/mrv/qrNyUkH3300Zts5m/jq77kDz/8kL//+7/nz//8z/mbv/kbDocDH3744VJasrCw8MP55/Bkft/Kv+328vU3m/5e89oUfT6/KYBQWpOpxBxyFBCe9ljXkJUZUOEfDhQqQrtieJpJuUTGCe0HYpnjNxsKpXjS1/TzmlJBrWcQEzKTZEagk8PLmXg44Y5nbvyR+VxzKv8IkRWoYJl7S5gT0zkxK8/62rHKPIdB0N+PBJvRy3cZ5w4ZL+UvxVVJ4g736mPS9ISoJbMpaewjqntgKCVu1BBPGAMuSJTvyUzNJh5I5x3H/B3mPuJf9SStaLcFKSs5HUseU8kzec87ek+KDn8ekecDTehQ1xse1LuYtWYb7mlyz7CSSN9x7TskM73IoW7IVc7UKbyGpvTkq5xYVEyfgHtnxWH6KavSU64zfFJ4oEwjrexYFYFIRaUs29aSCcHLvSAUDUOl0CLhdUuZJuzhhNrtoCzIZU8MjuAkNsu5W3vK97dM0cApkjeKstXAFUiJEi9Qr7uuswyMQfkZtanh2bOvr9MQfmOrxG9x6cLC7wW/U4J5s9l8pzj+Kh9++CH7/f5b7//5z3/+z/3WFhYW/hD5bT2ZX42me82vqwv+rm3s1+K97y+e5y9fr7wqcZNhmhzy/AT2DJsVU1JQVPjzjunFyNFWaG2YJ8NVY9C6YJQbBipczLHHwLpJtDeSoXdMB888J3I8JjqC0Jhhj/Fn2mziqS/pY4VMM0U60Y8CgaK6KinFSBQBpzf0vUYLQbFukQnGqJHdFzTukaoWuKbFz4lBVRSFouiPxGxCzp5BNfjJEkdHpj03mUNlA0kkHv0Vs9C4Tx4Yr94l3DVkmaDQM/N6jREWsRtY+RPx7jlue8t5v2GTPaFqmKYT80NiimdKfcLc7y+12lclcRDY04n+eYm8eweLwzlFV65RVwVl6BEhUuvAs/JM9BGlNCEorANkxnU5sakCWa4pbEf/ueN0Uqx0Qmae/S4wxJLiOpG1hvKPbgj+RCHPpKZlzmuu1oGrNiFXa2Ld4rxgXcrLZyy+Emu42Vy+fm0jer2+muatWP4NCnhe81tcurDwe8Wy3BcWFhb+KX4TT+b3iaYbhss0+ZsT5W/i/UUov35+Shc/c2FY+YExBaaswA+JOEcyMeO0xm2foY47lB2xc2DoIuNgqIaILk+07xZU2xr3QrCfHPLYs56OlP0rJlYkaxFhpJGWaBJy9ujJsba/JF8/wxZr4jzjZ4vfz/hnV9j3rjmaFdmq4KPyM9zLe2wXKOZHNrdb+p9umV1O9B2VOCAKTbGuyIQlGkO9UtT9js71uJTwo6Vez5i8RNrhkhe9es68fYeb88foVWKoDN0p0d+fkZuMleyQCpxVcBxxYSY3BePqXUyTcc2OfWfoNj9lFX/Jdv935IcDcpAc55K8ypGiZPr0nuBysqoiM5E0OaaspnkvMn4RaeXEMAU4CnS7RpeaTEaui461G3lvMxLGyEFo6lVLXkrm0VAfdmgVqdYFyoNvVoSb51TuM3wp0YWlvcmp3rlB32xIK00oc9ZX6tIO+dVdi/X68qFrHC9qdrN564V/vXa+zy7Hr1l2v+GlCwu/dyxLfWFhYeFfgu+KpvP+In5fe5lf+5S/bWz31cZBKS/PSemiWE4ntDG0tw3V7FDTCRc8SShCZ8k3FUP+Hsd+xM8nNqsZNyd8bzFhxj4d0QjcuCH2PW06Yk5HshJEkyO8hMFRmEh0BRMrwumANxnydETKjLi5ZfCC/fFMcY70h4qdq3i/3lGbEXkjmcqEDFuaBurDE3tq6tM9yTuy6USWzoS8ogsCTMbkBHr/hCgb4rpkyhu8t6jjSGo3rK4yqo3AqBZDj55fEmZNt+8BMNWEFIFTqJiHDCUjDR1qcMSYE2JkliXRX1JIRtHQC4WeZmaRsS4L2vmJ1ariJo1IscOGgYN9lyd5x6o+c/0e+JNCZZJcTcQ6J2YFZjgivKe+lVSxZ9psuDYzT73gOLfE6obruwN+7mhzSaY65rPl82zFZ83/m+27BaYumOoCGz3VrMhETnNVohTYpxF/9ui2RAHRg5QK1TSXNfK6JOQ1r3c5suxtm86v2+X4Bj9kg2Rh4fedRTAvLCws/Evw66LpXgtgay/T4qq6+E9/3djutWqp68vjX06XgcsBQinBe9Rxz0pMHE3NrtOIFJg/O/Hg1hw/62jPn8FGQBQgBDK7+J6Pn+7IQ46sMuxx4PQ4U9VgVHeJf3MTIheYVUlIgiHfMB4tMnrENLGbAn9/fsZevs/GZ+jPI356iX0/cVjfsAkdejgh3n+XWUji508U3QGTKVSxxo01g5LEOYIb6A8DYSfJe8+kKtRgaTZnZK7prj8gCYOZnhjuNZ3P0TIweUV3jKQQyA47UgiEpwPBRsQqQ2QSFQPm9EjrPU9xy0Y/YszAFAwuf0bLCwojyXzCuUhHxrPGEFzA7460cURfrXFypDQebTRjXiDsjFQSGU7EwhLdwOpGs3EPhP5AMXbMWUPelezDDdVNTcgbZB6hbilXNf0vezIHtC3mpqI0HuEm5qD5YtryzLS0RvPFp4H+k4HJSjyBrFSsVpcllGVQZhn6q4U6IVxsPM5dPqC9/gCXZRfV+x0FPL9Fd8/Cwu8li2BeWFhY+Jfg10XTvRbASl0yll+L428b231Vtby2hQzD1z3V03QRRbsduizJzg/MH0f2J8U4RIZuR+OOuCrjMBqkHVF4BqUZRMP44iX58IL+2XtEldPrK+zhEfPqAdqGOpOY00gZeorTCbW+oa8Kdmw5uZqnqUUozeouo1drDi8Fq4dPeOUr6tXEOdS045nsH17gooEvToj+iGo1eS6I7ZZ5NxDQxNETR0FWaFJxSzA13alkGAXNzTU+SAgz5XzkFAp24Q6jwJPTu4AYNUV4SRpHQoAqj6i0I0uJLm6Y1Zrq8f+hCXu8MVTFM8TNLcV1w6avMNMRtx+4z36CWGWMdk8TLW67xUaBGDtW/mPmrKVTN+SMqFriTYMYjqjTE2WreC53+KcjZ72ikSCHkXo+cmWPTNVHHOWKcpUj6oYRxWMV0YWlckeij8xlg6gN5AUFhmEUfPGJJxxOlP2O4DOiUwznDD+VZO9rYgRnJas8oV9/SLMWjse3a9GYr3sq2vbXFvD8lt09Cwu/dyyCeWFhYeFfim9W/qV0+TrGi1DWl/i3N4rjm2O716olxotQnueLl/l8fltocjxeRHNRMA2O/RcD508tYycQ3lIME2Xs6Zr/g5gE01kxmBV38kSZn+nqhs7BOBpSjFjf0iWNtjtWn92jaqhuBOH2inQ4QbBUdcNplJzGDARUVwWjlxx6z5xq/DTz6f2aq2KDlBFkT94d0SaglUYpzXR29H1BkpoqWOb9TJo8WUzo5HGyYs7WZFvPeHaMdsX2xtDvJtpxj2gzJr9BNopKDdT9jkedsZtWzE4hS80z1SE8DHqL1IlN1rHt9lip2U9r3BRYhZFGz+g4IYYOOZxJ6YzqJHHuibmlSAMcjoyf/5I2b0liTVneIt55joslkzeczzn1quYn7/e07sygr3l8yumt5u7aoYMl+3yP64+Yd7c4D+eD4fpWYWqo65w050htSU1LUwVMvEyFP/k40mQzt3eSISpigrqBJo0cD45TteL5+5qpj4wI2tcqd54JPhGzHIlCCb7uqej7y9ffoop/y+6ehYXfOxbBvLCwsPAvxTej6ay9CN8suwjlrnubvPF6Avh6bAeX5zh3eR5cnnNzc3mNvocXLy72jvWa6TTy4uOB01zQ+Ro79JRiJmiDmizG9RhlGITGCkN76xCPD7yyFdFZfJ5hrcOTI8sSIw2H44HQHymuNhTSEFdbJpljRU4aZ8rMQbnlwa8I/USZevA9TRp56DyHVwO31YA0jpmSMM8UfiRkJRNb9HBG3j/STT3HR4ckIT2sUBTFSK0PzKokUxP2cICbW5zMcJ3HlYn1OuLyls5meD/RFRtMNqKDpDcrzEbSZhOZdaj5M1o3Y8ocLaATFSv/iOocds5IVMhwIsiKYnePVJHh2ZbUblH7R0yEUkViEfApoMfPGT/tcO/8W8gd6tk7yCIw3b9kuq7wuSTXE8fZsDtllIVGFgOreMC0I49ujawUm83lV2kttK2hTJb+eMZ5QXGdMUyS8Xjk2fZIOirCyZInD7EAk1Nrz/BksHctBsucSioUaQ6MB491NenRIUp1cWK83tTIssu6attvVcT/DN09Cwu/VyyCeWFhYeFfkq9G043jReC+zuZ6PTnu+8u4rmkuCkSIy7Uxwm53ue7587e2jPX6Iq4/+QSaBq8LHj850k2SQs3kpwEvc2QMhGLLcN6TPX5GKLfkKcNEj/viiD48IM5XJCdI0ePIsb2nWmsK7RB5gcOCdXSTQl2/j8ozKi94OUhWRcbgMjjPmDRjp0gWItPVc2pnyc4DqTvzeb2iUTMbTmTnJ4bmjmqbgQ/Y+yPdOSFjICsNQkgmKrLxCTW/otaScfMcbxTaTWwZOGdrXqXnuLRhiisKf0BmFas0w+yoOaKyjHmGQim28QETOobiGfur96jCGdErpsMZOo9d37BRJzIv8UUFdsQGgWiuEVlCq0RorpHDjnGQhNYw25w4O/T5CaXWFKXE28DjL08M4jlNK8gLy7XssSFDuIBZNZj9PcfDgG9vURJO+8B4cJcI7muJtTMpyxlpSAWMXUC4GaUhnnuCLJG5QTp38a4LiZggnASm1iSlsWNg7COhj5h1jezPRDcxO3OxbTQRHexbVfxr+OYGyeuJs7U/qLtnYeH3gkUwLywsLHwfftvmBqUu0+PX1oyULhO+1wf6rH0rpkOA6+uLKM6yi+Xi4eHS/Pc67eB4vFx3fU33MOPuf0kVBcJZsnMgqzK0d9ipYM4r9HmPzGaqQmC6A8Idmc+WMeR01R2VH8j3TzBFaiGJQlAUEtc+IzSOIBVdXLFd5+RFTvbyif5xz2BLhOuRzjHvI3kJo16j+yNVNVPmYIUnN550dri8pizBK+hlS1CWlDnSlFDRIgqF0Dm+G2HqcVESJ4tLgf7FnvH2Jxz0luEccWlGbDxKeKrMUyhLJxVuKMj8iCBwPEKcHY1JjLKiS1tcu0XXE9qdSH1P+/gPjGVLlILV/JIUE15miO4VpQLz7AZxPrA7Fkw6Q9pAoSP7/BlTL+kqyWo6MNcbnk4Zp/915t/8nxrvAmqeMMOBvJUElSOEoFKOw+MT+AnTOp47we4pYe89sckp/80HpARPTzCeInIaOB8SumqZbYC6IcsswlnSaUDOIyoURC+Q9szsJD5qyjyClrBaoaYRZS3z6C+2jXX2dn39Gv45unsWFn5fWJb7wsLCwnfxz9Xc8PoA3+sCksPhrVh+7VOe54vlwpiLgC6Ky9d3dxeB3F9i094YS6+vCUIzC4lMFgL4Zo3bGqTtqcOO2+Tp2neRzTUy17B7RPoZdZdjVGAtcuLmmswX2McDWXJIvaINO0w6IILGhAIdBel4Itw9p33WUPxE8g+nxCBq2nBP2D+SjxmCCkWgTj2F8FQyIo9nRJ3T5VdoldhwQu1e0Q8rRMqQ6xIV7rGzp8wEQWtO1ftEzmR+xh0TbqOIdcM8Z7hg+WD8jESFq96lyIEiMI8BbxUHdctGnKjCEfdwxk17+ue3hOMJMRtc9ZzN1jD49wi7PfnuU8o0MaaWR7tGZpIy89S7B+ysGWRLOitss8U5g58VqsiIUmN8x/Cyxx4t83VGTCWb/T3TrqVuwGYl0RQIM1OHgfn2GSkzZH/3MW06Us0ZY/2MujLIELHdmf7zA3Fzjcw0RZ6oG4cXOUUuGTvP8Sy4umuQReDcazblnqxUTLLAlJLgIhn2y1bIeNnhaFoIAV1HbJQEbVH1P+2p+G27exYWfl9YBPPCwsLCr8N7wv5EtB5ZZKjit2hueC2Ki+Ly/fl8UR+va43z/PKaX9Ybv8nTfX36aru93Nc0l+uFgGkinkZE8JhVi40SEQ1VEXEW+vVPyIYHcn9mvnqOXucU+8+QYiYnQ773nKYXjOOeSCK1a4QPCOUwIuGaa/SqIm4kyJnUR9T4RLa3NHmOqBo2scPsH/jcNpxSxXjMkHiaOmC8Zewlws4cUsl6GwgxErsO3R+5vv8ULT3eGXzZcJol5yeLv71hijmOktx4+rxBbu5o44Hy8RWPxUf0XFGFiN494YbzxZYibhknKIuIKOGUNsjhgcp5JqfQtaEwgTY8Mb2M+CCYQ05UW0J5Q6pqXHZDtqkw/pHYv0L7B+x+Rxw9bdGTz4knv2HvclLfU8oZbRynvmSqctqipMXhuhGbGZzVZGnA9hMTgnPMmXpBnQmyaoU0AXc4kW2uCbd3iJcHhvszSlbUz1s2K4FxGms9/UlRlYIpSJ6eQBtFFWfajWYSFSpT5AV0XmGqEpL/FU+FVFwaFBuN+gGeit+ku2dh4feJRTAvLCwsfAvew3g/Yk+emJVI9zq+VqF/k+aGr8YOSHkZ2Wl92eeW8q2w0fpNtjJCvLVkvBbPSr19LSGQRqGGPfHuFh6OyOjQMmLLkrneEMYR99Tj15rKR1JR06drQlGgdIsNI+cOxjHhR0MeZs5eQHNDcVVS654sc1hrKNWZ+pf/SHjS5OkZd37D6TBweOjZn0p2ZoVm5spMxMnycpI8L8/k/oA67WhlTu56QpoRKuO8eR/tRlbTK4r8RGoL8u7I40FSpAwVDePqGenZ+2yakWwK6CQvBSxHh42a6RDIjz2iTcRtickD67QDDL3VzM1HrFTPVS3Iw0gcJ/x5i9cl4xhZjS/Jrkvsu7f0osVUPdtbTYol3anB7BLZ1DHLguQC6u4WHhRxdyTXifvrj5BaEG3iNBq8XXFt1tTTmdNDQhsHbmBCMcsaikS7hWq9YgqKoBJCRbwy2CFCW7PhTNGMZG3FbCWempvtgD11dKlB55JpCKz0xLZ1yO2KrJKUzdvkihhBlRXI6ctDph58IkYBRYncLJ6KhYUfwvLXsrCwsPANvL8cxgrHGVNmb+Jrp+krg+Uf2tzw1diB1yeohHgrWqYvhY0Qlx/i/UVMvz55NQxvrwGCi0QHsm3JxAuinSj6R8Juh+gdMq0R84CdPKopaVeJvNWI958TTMOc1ZyO4FWkN4YwD+iVQp17YlEytSswULcZczhSPf4/rMMTDAPn7oqXWhPOPez2xKC5E0+URpObhCAwnR3X/iU36ozOFI/5M+LpiOaEK9eEIicWW+LDJxAisZuRmw3R3FCM0E+R2lik6hmHHYW2VHlECFD2Hq/hya1xOqfPt4SQIxXcyicykdiLFVI7eK+g646U6QApMk0Sf9DktwXYEzYZUnHLKa44DhoTK5qnJ0ypIIINijJTmKFn1CU1jkJYbHdg1DWjSagCmpuCWEXm/cBnc0X+nmK7kQjvyBqB2zzDfdFzt4kUjUMBMl3yk6N1jFbhwsz2vRqlBsLQMZ1XeJUzjzm1HLj+oGKlDSFaQhRsrzPUOUPeNqjN2zX4+jOWyr/8gFXXb1S0nSVlo1C//qzfwsLCt7AI5oWFhYVvMI7gbbwcmjISxNst6Wn6crDc/AbNDa/Fr/0yoWCev27FUAr2e8LkiMog5RlVZhdR7j1IiZ88Yx+YOw3djPjiAfnF58jRE0lEkRMFaBwmzqRNTbsStB8U+LwirQxmmNiFDMFMsS14/1lG2k8M945Ajo+CVT6zqj2NnFnvP6YIO+ptRS804xny+SWtqJi9JS9zrIf3p/8bZs0ubWnjma06Y/uAyHNWdwV1d0ROiqZJxO2adLb4MHMYc4JeUe+f8CiSFySxJslIZkdUuUcdB6ToyZJnym6I5YaoWiI5KjNUx3u8XFOIiCAhtGaaE8UwIpJDaH0ZtLrAEDSnsWVOFY0u2IyOvNhTTwqZIufBYjYla9vjZUZYlQS3Q507hAmQGsJ2S283yHARr7rKKcRMKw/snWRnW5JpmH3kHblDzh6UoMwSKlP4PpCViRQhawXTpCmVRwjwRYOLGkNE+pnmytCFNToZ1lc5SlwGxqayKFFClX/rMpuGiJECKSQRhfUKnS/pFgsLvwmLYF5YWFj4Cm/K9QoJ7lebG17bi4OLqB/a3PDV2IHXXui+v0wA8xz/dGB81WExpHWDOEuyY09ZRPTNFl+vOR0iwXaYpkCuK9zfnfCHGfZPRJ1DkWOMIdeSdewZieimperu6ac1ptScuol4/4+0t1ccRcuqSGT6RPPcMLqW9vSCfFVQXjXI3Yna7mi2GWM3Yp0kZ2Z92+JfDYgYyKYTMjSI2eJSwogzQkee5BUyJW7GiWbcsy1mAo4s7LCvOordjtif6fOaJ7GGcY9XimhKTFMQ0yX1Q08dkpEwHHhs3mFULcyacZ6RJnFd9bjRI+cjbruiCCPNdI8+DoimQdc5j6PiNCvk+cS8lXx6n6GVQNcBe/yC0RnmbEUtJ9aiI/UD3k7Y/Ipxc0tZn+HhAVtWHNIV8gryUXGyG2RegQ0IZbFBULUKnWsOXUY/KSSJtt+zzmeiWpO3JXF2xNGSEKgmRzqBdQJmT1EZ5OaWg61o60jZSIJP2DQyDTNaJYpKoNYN1AU497UQlzfLbGeZZUnyakm3WFj4LVn+bBYWFha+wptK4EJB9qvNDa/txXGyqNX3b254K2g06nXswHp9Uefe4/dnTsdAuH4fY0CmSAyBORrcGFkJwxhz7HAmU4lgSsbOEnY9tNeMjzNq6FivLEKDDIHoHF4JhuwD3Ks9c64xmzXn4gZfdsjRgT+goiNmJZNoWIuXNFlHpiKVFjA9UZQKUZXY/UxM6XLwUOcMPiLmHQ0nsmxiH1pOviTTgagloy9IUqDKBG5g4x5py4AYJsTUQe7RG1DWkugwITFvrymSx6mEpWCIGTFwEZZTz5Ne01ZgcoHpRoyJ5L7D5jVJGpK1RAKEhIgTYVAIZ5FVTpElhs0te7tBnM/EzYZYrRkKQcWZG/8CM/dw0+AdCF1xvRWo3CHznFE+I7pEhqafJFUb2ZY1Z6fpTp5JeMa5ZssRwuVXbPJElhv0LMFaximSZxWmtbiXj9ikUZsGE0dMLkgqg6ZB1iVNqRBSYQOXXY51y7HPua495a2GKrvsOJxO2N1IVBlSSzIdKZWl3WqquiTKJd1iYeG3ZRHMCwsLC1/ha5XA39LcEF1EzBbZfL/mhl+fSvfl4cGyvAipvSNsVhSrL3NxQ0DFiJKSaYLjznMWlnicOZMxzCDHmdXjmTkWnMUKOTrU4XOaTU6qC1IEP3QEYeDmfUx0eKXZp+cM15rs9Eg/O6TTFFgqe896fkE8n3GPTwzHFkSBjAWii4AiCcNcrjkMJUFaTCYIPaRMYXIomoJi3DOlEjKD3q4wa0s975gez1AISuVRbkCWJUIbstGy9o+cii0myxDVhuEkSP2ACTOH7BknUZEJRakspR+JPnFdJlbiFU7UqNIw1FeIqxX6eM/U9Zznmo07kvuIqVbkTcvJPKc4TlT2yBgEmSpBaSZXodyIQnM4K6bmlg9uLcVVwNtIHEbK5JGuR4uB1Et0rtBlQR/u0EpSuyNFNpDFyNALzPHEapMhlKH66R32lWGactLLCZNXxPZdCjlR2BPPtgpxdc3c3KC3LWjNMFzCVHY7KLRHTyOVmmnWET1I/JxzciXerMjkiPEzMSSmSeCqktVVic41i05eWPjtWQTzwsLCwlf4eiXwVywUdgafcJOgWJeo7T+9t+39pYvE+683pX0zlS5EgfUKU5vLhV/dXwdkCjy+9AzGs9GRgLx0lzwl9n9v8T5hThZt1gxhxKuMVaYR80R2eMAeX5HuPiCYjOlpIK9PYCXSnrhxnxP/cULhKNeaycPDfM1KHik7S6EC2DNJ5ZzqZ9j5knVso6LcZoiT5qCveZLPiQis08Rh5uxLvKrA11yd9jA90ck1yfas1IEkBNFFhphhJ4/xI6mJxH5ilA2DN8hcsZGCc9Yw+4y4uUJVAa3P1O4B0RREGzhV1zhaslXNcTQMx4Q8z0g7k3TAFzlZdyauK7IiINY581Qi55lcZqiy4LRT7Ckp0kCWBDTP8OWeVFpWw6fEbk8vmst/Uz+yyiqG0NCJkjxN1OnAYc6wqxW6WNG0gqqMrFYCm5e4FDlmz1DvPGNz55kHh2olXkfiSnL1XslISX+42CfG7q21/dm1pwoncJ5kMmQlQUfGp5HgHeXdCnQLoXrzIWu0itFBW/xL/8UsLPxhsAjmhYWFhW/w9cGyRjYt0VXYKaIbSblV3+v/nuN4EctfHUQrdfl+HC9Ff3UNIUgiEuMtTPZikn59E4nxpOmfJHFrOBI5zREbFF2XUaSC6/iCUGek0eIDiFkyUEA/opUifHpPPzWIsiT1PSqUoC6eY3F4gm5ib67YuZxsfyT3I2ltmLwkRkeMGXpdM+w9/ShRpUecdlTuSCpz8rKhH2/pXMGgNWP2DkIF3lufeEf8A23/is4WxLalmiaC0EQkzkds7xmsoZSREkfwPew1Wtaw3jDpnGKeMcyct8/odKJYXWPS8VID3gbKImd+mhDjibXbgw6kVmP6iSgNx+yOJzKaUbFqE6vizBeZQSjFIa0pyxqxGamKDLW/x4xHlHbk2lP4kaxIiFaR7p/w0hB0RtUoxj6Q+okqjRgZCNsGWSVUIch0QihFcp4iGxhchVtdsXlvRXELGxPITSQrJDYoUgnbElyEzz9/G82d51D6Ee09Y14iBFh3yWC2qsTEr8QbfiUs+YeGuCwsLHw3i2BeWFhY+AbfXgmsKFfqex+aenN48Fuah72/PLbfX36OlIpxUsjDPVllQArCZInWET0cXs6k6pq6CMynGX+KPE0tdjS011fITz4hZjk6jSgFoxdk90/Mhw6d5wQ0ah6wXU9SGTEGTJ6Y+zN+jkzNDe5xwL3siJVB1hklZ6ruCVFoOlsw7itiSujUw/FMOnmGzZrp6ieMfkUxNLAf8aeIW6+4jS955l9wGz8lek+KAW9hRvOCd8hKSTb1OGUpyhk8OCHJ88hM5DGuiLRU0vJ8e+BsbohlS/SJSYxkRcbafYqae9rhE7AGGzu0iPTNNSJFpBk45zeM1TOKWuGFZTw70nmPrm6x9YpZFIxDxg1HVnJkzkCdJor9JyjjCCEQr2+RZYUd97inDlN6jPTkUlF2j3jnceWGZjsQqprVJhGCoBsEj7bhrg7k1yvW77Ssrl43nCv40iyRhbfi9noTOD1FIpKqVRgZSLuZMWbo/G2L+uuoQ5Nnl92P8HVlLH+DEJeFhYVfzyKYFxYWFr6F37YS+M3hwW+EaLzOeHbzZes8yxRKQR9hf4CtTvh+xg2BoAv6veWwj9w8V9S3JfPgOTw6Zj9ynjNkuAVWrORMliksNao7YhmYxoSpayrRw/Utwznit1eYTBHnA8XpBVoncjuAP6Jzz8QGPwVQI4TAo7hjCIpMgtc15VVDnToOd3fci+ds15HV5grOguFzR8GZ7PAPXKV7Kn9EuBntHXnoSccDp9SQFZHCzZwnkP2MwuLqa/wIZvKMNxt8dkvlTtzwRFUb/HpFHzKSg25SFO6A9QLlFX3KGXWJ8o5Mj2gv8DIwr1rKEGjme1LWUmqP7T2RDJOBXK0wlcE97fHScxgjRaGJ6zVlOSIOJ4LOcbMnyQaZ9cgqJ0mJGxzKCjbSYrViLtdk8sxJXNFNOVom/GAxlSQWNbFuKBpNXf/qhygpITlPPI7IeWYdI0lIXJdjpUaFS1JG8eUZU2vfXheRqG9RxjG+LTFZWFj47VkE88LCwsJ38JtWAn/t8ODr671nehgJx5lSR3yUqCpHlRnbdeDVeM1nr0ZaeyAvFSIGxlTiG4XrZsJoSUVF0BOnLiM6z27MyeUNWdaTbUo49fgYsUOGu11j1hGjZpg7CpeY48j8qufpkxOr6UgpB+RoMUkSk8GmARkS2DN9bhhCYq7XyHeusNKQuhPV8w0flAYbt9h8zfp5zfhZx3wAHR8hRpLQyLZlPBU4O4FYsTp/ggoOMQl0NhJTTRVOpBiZxgJUhtcaoxLX5RmtejbqjMmuaeKe+z6j9zWZEhRZIGQNJ3lFZzOStazlgTgntD/gZIW6WtE9eTbD58hYoTYlsb7h6K7J9wciHYO4QiuFlQW3Zs+qjbjn18TScHjQyGmH7QUWSTZrRLsh2ZnkI2pbMR4iJg404z9QuoCaOh7NexxFRb6uuH5HUd8V7HxkPk6YawPfOIYXrUd2JyQXs3u2kigRwY3EJJBNRFWXhRTCRQgb82VBSR9R5leVsbUX688yXV5Y+OdhEcwLCwsL/wJ8/fAg4D3hcMKdPFmZYYOkKCLKjmAHdAwUq4Zhlsh8hc8N3iXK0rHKeqaj5fxLEHnFqpUcU47vIZFRXL2PPXxG/+KRZqUQP/0p08OZ2ysoxh1OlyiRCCmw+2JkmiXn3rCu/v/s/VmObel5nos+fzmqWUbEKrIiKXJ7+xzsvW9k98ByD2S7BTZ7IMGXvhKoHlBNsNQDsQtO4ADnAIZhUqwyVxURsxjlX5+LmSsLMpMiKVKmmfMBEokYETPWXMgxke/4/vd73wp1foM5POKCQK83rOtEmSNhnBDbPeHpHUv3BK00rVxQeYTZIJl5/08EP0trDvcOBNw8qzBnybLZQA8v8wqhHyilx6aepV6zPr+iWRypVDTxiCsC0TZsm8hiak6r96llootviNri2xtKlpyPCeUGZMnEds1k1ohuixsy+c2ZECRh94xlcojjCRF7XCWoVaJSgSlDmgtegCoee7PBPFvh+jOD2lAqwWm9Q28C+xtJWznO6Tmvhi2dVlTSofcN1XhkqRuQGusX6loxjxb18Jpw02KbSG0T+12gaQ6spwUzP6G1J/wr8KVGPd8hVy3KXJ6q/HmmkZdGRrikGS6Lou4a1DxDyp8q4BCgrj/zwofeM+cGi0J+Mmj2/nJCci0ouXLld8dVMF+5cuXK74kvLA+6meQiXjXIdBE0dadANzAOpNlBadnuJGsMQhTKNDH7RBaSGCtej4Z6npDnSO2h94qFhofqvUspRvgYnCLXHWqjqZ4kKgcEic+KcRjJy0Ba3yI6hYmeXASu2mOHl6RKoW3FkEGdBmTVcM4t8nhChIh9p0PsViSdmH2kmh7Z+0QMhdUOlH9Bnz/m0EeImeU00C+SVV7o/JF2fqSUTEAxhDVRKJDQKIE2itns6WeDXHqOoqOtFmJpcfmGR7eiton3mhPyViJLwU4PrHcNA4bDj0fGHiSFiRb98HOwC/ZmSxGSTTkwyTuaWvKkWbDv3JL3FafoSes1sSj6lGlaRXtbk+cz4nYhy5HmA408PhD1njIsLFFAf0KuO7obgw4nJlXxOHcMSaOqzM02cSseEX5ANjekJx2vXsGLH0/sXvwIs23Ruy3SKKo807y7+qX7ZlnAKIvMmVwE4TijaktTS0gZHTybvWY2DS6+9dr/7gpKPh/Wcp1UX/m6cxXMV65cufJ74tPlwSHhD44oLDlfJoRd9zlBUzfk3pH6AbVuUVah+keQgriqWR5HmrUlO8Wxzwg/sRE9ZXfHzkCMkomOvP8OstzzfOWJuqEPhUr0WBmZzoEUC5tqYvXiJfoxoupLukM0mmVzQ0PAzQvV6FlWO2zboKYjSgjykyfk9YZNOmBev2AKljG/QZsz66cbygLyx/8T1R8ovWR2gv14j/EW63ua8IgRC4uqSSnjdEUSFZSIcZ6HVPPT+hnCSLR0JKupck8fN3jdss0Tod2ydDvKmNjHVxQ/cnSaHAUqLYgxYkxmdALpF1ScSKIQTYurWsZeY8o9UmiaGewqUZYz50UTV3fIVQvrBq81joTvI621VKsKpdakNwFVa/zPBzIGs7mhiWeE1LTvbFlXFh0FepOp5nt8DtRP9pS6ZhozRmUaFVA5UaaF0Wyo15K9GNELUCnQ+gtLp95JYlSwWlG3kUY6dCqQL8pYNw1rrWl/h+L2q7PDry2BV76+XG/9K1euXPk9ojWsu0zaZLKVVO1levhWeKQEcc6kOZCOE3U4odbiEuCMwqYz0RVm11CfFlQRdOtAzp69FfSL4TQJko9kU9He7NneDWSjOf/sxHCaKNawLAUVZgiFYjSb9pJTnDtNVVtGNGPKpHpFv1qTiuROPPBOfMFh+y3OvaD88A2IntJnZDxThky7LlQPP2JaCiUVVFWxDS9IvsV5yNOIzwJpDXWeGbNhERWD3FNCRuCZc4vNkdwouuLBaKyFsHkC9Y6mgRwz9ycBc2GlA04V5kkhphNBGGrpqMRCP2nMONHVgT41hFngbYOt13hvkaeRXAv0yVM3ka3xpPiSh1yR2i1L1NgFlG5wsWf3dEX3TgPnxDw7wrCl3LY4aqJcUUqknl/TdYrUVJgpodyZpvT4qiVGTXx5wJtCmxdaPPW+RciMXC+ErmZZOtQUkGpG7daf3TdrSFUm1wJ5a1G2uaRhfIky/m299r/Ir5sdfuXK143rbX/lypUrv2+kRBmJUpnVSnE+w3BKzGPmdMikY0/xidDekkWkpUfPM8wTuu1on9zgBgs1mNMZHSf03Y56bwgHhWVA+Xusgd2dJa6eQFXRuszYD8TjTHz1yHLsSWaFsA1GKJwTeKHg2TP6IhgWQ327QQmw4yPzbMlZkl+/weZHXIo8NgYlEqpbs6k10wz+Zz/ClMhx/Q2y16gUWOcHHuQOk0eKVAg34YOjAmYM2h9xcwGtOaobbjczT9JLpNY0RpMoLKlGxxE9Oo5lj44Lne3RtmUYLc3pDdlYyAtzvSElS1teUS0viIBtNwgrMIw4saGqgTHB40hsVjj1jNCsMF6wXz7ifA+P8ZtMvWSlFka/QpWK9yS0e0EtNVO7IrwOpIcT4aFn415RNZm83pHHmYZCjIpsJdJWnD4+E3QgvrulnwSrTU2bPDolYmhwXnA8W5wK6NljSTQr9akoVclfvM32EzX8ayjjlCCHhCRffNK/gZL+x7LD30Y+X7nydeMqmK9cuXLl983nNgC1MVg/8/IfPK9fZphHOjGj3n9OddvSTxEOgSdeYFIhm5qkatbPO3TrGV61hAdPJQOHqFi8YlVd8qGz1OhG0xrPJFvM9lJWkl8/kADqNdk0qMYSDiNiGLBHT0Ajgyaop7x63NCUkecE0inBPCKaSNQrgulYMyN8JGxqFmlozUjvW0SKTMlhNYz6DpMG9ssjTieyn8gBetYEKg5ly5RrqsqzSkc2PBBTS9B7TE5YN7AVPZIjorQos0JnhxVH0iEx8D6nuSLXd8h5pMsDi6lIyjAtkqxbvJekZo3ZrDD9IyKeqVpL0jM2zoTekM+BsVRoVcil0Bw/ol5b2roj58KiKh7u4cc/1/zJv7ylvntCe9cTq9c4HSAdobslVs9QIqI3Et02uLmwaEN6nJhyg5MryjkicmGYDTlLVvJMTJ5gJLJt0NKj/MzSd4Qk6ZqMjB5p9aWi/dcgRpj7yPQ4k0aHlpc4umZbodf/uJ/iV2WHw7UM5crXm6tgvnLlypV/Dj4Z0cWPX3N8I5l9xf620I4TIPDFIZeeOo7k88AyBpDA+UwlBdY6pBQ079c8OsPhpedVCz4kdPJku2ctehqToGmxAqYXI/7+kRULft9wnGoqGZFpweaeQCIVyXQ/QbdnzQl5+h+UIjkpCalGr1qEUOjhxKp6RFtJFopdvicva3LyLMmyeM2uTujkcEYzNB9g7AHx8ufIFBkxjGqHoyYnSdINQ26oxIIVno/M/0kyT3lSXlP7npwjlcyMWSGGiJYRbQROblCHB4y3jDcfUJkKf/AsoqUzEb96xmhuEOcT7aqjl1uqRlJLhzq8IUZJayayWeN0S84GxUjxhRUzXfkIL7/BubrDGEtwmZc/8dTC88G3DRLIVYMOjq24R1QWnUf0PCBv7phly3oDboJ4mnDrLaFZ06lI04IXhcdXgdehontH096BrjRqtUIthaIyxzeOsxS0+wapGqpZ/5J/+BcX8mKEx9eR8cXFT1HMxU8xHjKraWYfAvrmV/spvio7/C3XMpQrX2eugvnKlStX/jnQGoxh8JrRKRqTUESKMQhb0cYT/icv0cWjW4PpLN3aYvyMqiOMB7xTTFpQ3a2wBHZ5IjaWck6EIilAqVt8t2EZIw+PCu8quHkP7yQ6jNjskMORkDLT7hnpcUAYg20zUQmq8RFWNS9PO1KuKUbTWIF48xHMC2pTIW2N+/kRsZ0JdUeoWkoIzFIhPcSqYjEbelbsqyPJwYv8HiYObMMDSRlUbaiWHplnzvUzvLxEtbnmDp8yh1wzzyfkdKKQqdYV080tTV3AFex0IEpDc9shtyvscqRKHmEbYqmRZiA1K5gDaUmci6Y7DsiScLct2mXK69fIKElWYbZPWJcZ7xz9MaLrI1Jv2O8tUhgOP3xJ6yWbD3bsmoCzAbHdI5qGpUB3eo3rJ3SRmOdbkjLkG0W76ahvAn4Rl6rx4URlDUPZUJmKoc+0QlFyJm7uOMeW2GWklpi9Qogv+ofhyxfylgWOL2ZMjJhN86n32HvFYW7Qx5l986v9FF+aHf45rmUoV77OXAXzlStXrvyO+dI4rpTwc6LXtyw1LHNGxIAZB8Tk0dbQzPek2iIRiJxQVY2qPmmp8J7GjZzUHb5asf9mRLoKf5pYXp6QLhAbzc9PHbgKvEC/94xqmWB4pK9uWeeECB5ZKYK4IQZLWlu6KkEOlKQJ3R3LGDnGBukcMXpkV0jNLfn4GrMkVJlxWaHmRBYF2Xak4yP5fsBlxawbhHsDo0NNPdIIWp0RsySrhkombHokiEK0LV6tMXjmJYANSC048YypT6xUod4ojD9Cf2C07yGePEEPP2V7/gh9+z5Ts0XFjBKBatdweAErkdGHN5hsYJqowsyGE5WF3te4JWOmE2uTKasnzO6BEBYeHxUP8gFVAmLVsfo/9qzURCNmamew9z3WDdAYYvucOCfmZFi2a1ZVoOqgbPYMZ0Mxnu6uQ44947nH6TXtyuJVR1IrlqDYm4KJM0vQlLohoWi3Cu8v09y3ecrzDH1/ufaLC3nDAC8/SnTBUe/sp70ob73H4winybKZHOpX+Cl+KTv8F7iWoVz5OnMVzFeuXLnyO+Kr4riMgTBlxvvMw1HyeBR4r9ibBVMrSoq4YUEeTuRn7yKrDhkX5DTCe88/XfQSCWytECqTTEuWDfN9xO46bFgY6zsejy3KL3QM3HxzjXi+I7+IyNMCPqKjoyoLXiqmao1LFs2Ip2YMDZ4VSg2oktEWynlg8QonG0q2qH6AssWt79hYT+573OzQwjNOAt80NGVB9x9jzyMTlmn9BA20dsGVjiFmdElgM5WBTe7RGbZhRi0SaSLbcKANL6k3hrLaIieLaAyd8czFU/Y3FHlGLAt1a1mqisMh4Y8TKSlO1ROaoUdJd1kkVFAZg04BKQsJSEvA1iDLyHCfmBbBbFeINjKlCnk/8uBmSjVi3q0wq8J8hlLONJVgdbumrAQuwvFUcRgLU5DIkAhJ4FWDmgs5WOb6jtKtGZuKhEJNE1pJuq5guoZJNhAu6SBfNsm1Fg6HSyTh6rPIZtQliY55zLTyy/0UVQXzJAm+oP4RP8UXssM/J8qvZShXvu5cBfOVK1eu/A74sjiusCQeX2VckKxWkqqWSDJSKnJMzKeJuspUpzdU5wPp9WtCUKzMHnsrUcnDixcX9RQC+TggbWH9/lPy3Qb384lZRKLtiDOMfWZYYNMZxLTg3mQkHawiVRwIS8UUWyygdMKfIlPqONV3LGpFPb0C36OKx7QNxXnq4pEuss0vSW5hMTXl7JDqzOA14U1PRiF3W/LKUmvQpxM2TBSZmGRNpRKayIk9OvY0LCgrsGFEJcGiLCoslJy4NZ61iWzlI5U5I5oVRWR8Zz+xE0SGKJj2H2DEa6yeieNCzw6ZB9accas9qV6TlhrtDygiTY5MuSNIQ6UKTeU4L4pB7lGvevpTTcoCP89EGbC2sK4GlIuMU6JrAtxpnKgRoqPJI+V8gs2eNC5Iu6EsmjKe0OMjZ3HDEBNte0J0LXnzPqqpkMFhhEd/c4vc7dB3FmEUaYQSL4J4WX55klvK5UHs82L582gr8YskhYyyv72f4vMZ0M797stQrlz535XrrX/lypUrvwM+H8cVl8h4mPG9Yzhn+kmSnlS0VjEePDE32OKZP37A2AW1qxD1BicnRH9iPXma/eYy1oPLiHqakAJEcOTHBxIW/yLQCuijpo8N53NiOT6wvivUZkKdR4qtwAWsTvhVQ64lroz4jw+cg+E+7nCxJtZrrC6sTz9jrjp8aTFu5Ma/oQlnclQYLQjAYWqQrmcnB6o8cS+eMZ4l9UqychPRJ1JQlKzIEtp4RieHEoY4TSgRqaLAlMtk2+4UHSNNHqlCQKcG3Vmi2aGlRIeZUgIMhahqqtazayPFF6xQiMbSlgqlG1ZpYRVOvPKWvX9Dk0/MY2EUArHpkO0a3Qb89o7yMHM+K+ZTTTYNyU2cVYt3FVV/ZuVeoGxknUeUbHG6otp11GvJolr0eSJ5Rx8qVCdoqow89qS6IXcdy9Hy47hlnwPx4QzrBqcqVmtJd1NTtg0+XRwUbye503R54PrFSW6Mn1k0fhFjLq2R81SxczPYL77YOailx6x+PT/F2wzo9ssjn69c+VpyFcxXrly58jl+mzrgz8dxxSXSf3Qmzw5hNEUb6k7w5qczVQ3awrbM+HnCyJlxEiijELnBPn/KXhxpbUa/+vhylv7++5ezeGtR33wHW90yv3ik//mJ5RGqpzt8XkPM1HFiWx5Rp4EeiWFh9UxSmhbLhD78DF69JBQY+0TXzszrQu0n/DJxnCtKbnFnw4pHdDywyiM2nhjVLWiFnmdUMiyiYU4S1AanNsgCejiz5ECTMoteo3WEtsORUNOlWGSnHvBJ4nPLolY0YqEq91S1oPEH6jjhlltEu0N0DXa6xySPzhlfPKV7wv74Ex6nmdnsODdPcdT4ZFC1xMc1u/gPPPU/Q/mBaFpi2yII7MtElgZhO7zsGNd7fBCIVtPYQq/3zPMa+XjAiJFQEhszofNAEzzjccuuErQ6UMrMVBpOY4C7G3LdkM8LU/0+y9NvochQGVKUBLMgxgPjw4y+rQhYdtKxuk2ErDidLpNlrS/33peVg7x9GBPil+8/pS4Cdzw1uBwQ44ysLBlJcJkyedbv6Eue829wj/+uylCuXPlj4CqYr1y5coV/Wh3w5+O4xjc95XCkbiVxmpGDJGdLkg1SBoo0tCtBM9yTdoX55Gkrw/5O067vYKqw4QF++AqePoXHx8svf/IEV62ZJsHPj2uO//OelArRC2ZRqKdH1rGnhAncDLLQnl+h7MzYPUcGyUZ7bOV5lZ4wv3PLjZ14Un5G38MxWMr2fQ6nPUs2yFzYxxktC9YallRIQpF1oWkkWifCUFHh2VYLzna4Y4IsUU0NJDCGtoIzW2RJrERPjFtCSEhhaTeCREslQa06Sr/gc0DJhCCjG8izIiVBlhaZMn20pPPMLEf+x/b/IfuatRlRTUVTJeY5somCfZc4mOf0uUHXBhNnYruhNY5SKeY+4qJGIKikJ+uW2Tzl6Y2i6mfkOLBmwC4DIjr6ZUM1QP3BmkUt6NMZkUZm+Q1Ku0f5iK1rePKUINaEYaBtBXLq2beRUHfoMbMYhQiOVZoxZUvRDXd3F6uFlJcFvRA+c0+89Q9X1UVUv128+0WqCp69pylhg19mxHTxUxQE23ca1u82RDRzf628vnLlt+H6Ebly5crXnn9qHfDbOK4wOMLLe7QCpCEZw7Bkjm9mhA74Jx1xTqj1iu3TFUlnVHNmpT3rpw0pCWy9Rk0LbLeXs/ZhIO5uOZ3g9Y9G7ofA4kDMC67Zc/6HEz6ekOENui3IZQIhEA8PyCoSHkfs4/8ghkiqG+IH32b8KbRyQSuJaGrMqqWSOzYfz+RWo1YbtsXSvs6g10ysSAMoHFIrpHCIkMlaorRE+TPK9ayyZ8oVYWmp84yLFSULZDiCEZS2gxQRx5mb8hq5VIBkyBVR1qhgyeabtFXhxl1sIHbbMeVb5P1rWGaGYcHvn3K38nxQv+LH/AnHs6aNjl3ds1tPdEYiFzA3K7Y+EuYFoxOmJJaxkPsz0XQEs8K1O1wvGceaRVu+GX+OkhFMIeQVanwgdSts3ZC0Ynr0jEPDrXEIKRlPDjMG2ic1rnqCvLmlnCRtKwn9REmR7rbBiEgcHL3OzKEihhExOZqnzRcEq1Jf7R+Gy336ZQt5dQ03NxCCZprWJN+iRKZdSZqV+vS118rrK1d+O64fjytXrnzt+UIdcEoQM0pKmkb9WnXAb+O4jh+NhCkgn26JCJYFcoKQNHedx0rNuVimEXSpUFjqbQXS4saEMQVbCcLmFnk3goBpgeOp4WGw3L/OqOmBdT7DslCaljQ90IwTTq2QTcO+PJKGhRwjy/6GcJrYuNeYTYutDboxGDVgz/fE+4RoLFpVmPhAcRtS3FCf/4HODKSYech7shBsxT2tyjyUDs9lYmvKgkpwji0qeHT0iJxIlcamM5gW1zxBljPazSyiokWyagtprggovJOIvFD3D1idWTZrtMnkmOjyQKq3VLlAo5idxtYFXSXOo2YaHWI1IaVgPGcGodluFe00Mw4RVxzbNuDmnqneMqSOMnvW1UJbTcz1HaqRHM03OJwN+vSGOQysuoJU4AJ0IrGuZ6a6QrYVtQ5M0XBWW+q7FXOsOZl3KdsNlT9jZEGJTEiglpFSVahlQMcFHQJJaDqR2O5XVI1DtekLvod/zD/8jy3k1fXb1yqkVJ++tu+vlddXrvxTuArmK1eufK351H8sI/Qz+M+dV9sKaxuc07+yDjhGiC4x94HjWFG9yZfj8HmhTR5XMiwFcRhpN0/ItWQZDG2KiJIIzZZ2nSkyM0hJHD3poCjHM31qmfSZMRjKYUJXiXJ8xCeFn1+xnh4oOfByUgzDQNN4sDUrsZDdQOvf0IqButUoaxB4NtNL5PjIOa2YHVRtRkyOjS28LlvMMlEIOLNBlIwSiSg1LmRckkyl4QlHtJ8ZzJ6Mpq4czXKgiZmxOByCIA3ebCnJoPuPEMHDdk1Sik6ky98zC0TT0a4EJs7k4YBcW7xpqRdHsw2wRJaUyVLTVZnCyDIt6KRw6SlIRSlw/yDJi+J8rklBo0RmHc6s1gK5bXngCSJ6bO04dt+iiJbFdJjbd/h2/zOmjxXluObNXOhyz6pL1LcdpWtQKdAQWbNgnqwYXMPAhm4Py+I5PmZupYfpTBgtaXZUh4HdrkdMhiQLHotZemoWqimiHj3U5kvHu1/lH/51FvJ+8bXXyusrV/7pXAXzlStXvtbkDNlHpD9D+uS82nx2Xi19oFQbctZfKiY+tXO4zO2tQKSa44sR3weMTOyfGmxjGPpEfP0CHQK6Am0Fu31m/ukZmQrnsoaUqZYj5XwiT4F5KgyvD+Sd4M1LQTUeWO1B7NYUB/LNiceyZSdO7DaJPDty8Kz8GWUFsZ9RUlBVBlEyDGdaJpIauVctQhvkknDniC6ZfTjxnjtzNnu2txIbE/MiEKHQLw3zAlJGtjwiXMDJiqHaIXOh+J6QJTt5ZmMcp+o5ziSW/ojKCZELm3RgHm+YrCWnFlEkpWqwlSSqiBQVZZwR0yPs12QcwgbkmEljoRdPSfUNRVt8STzxH3Nq32EUO/biHvoBd5Y8ZEuz26B2a1JwcNNgdluKW7OTR9TNO/TnPdlFnt0sONMjZUC9t2N1lzg8wjRu2e9HjNBQVYgFOnkGY9DJo6oOWRdW724pJTE/viJvJUJLah05actGJ2wYicsKZcWlttxYqqfPUDZ8pmTP51/LE/GLy3q/rri9Vl5fufJP5yqYr1y58rVGSpBuJseI6n75vDqPM6LMSPnl59Wf2jk6CUFy916F7I+c+gm1WiG0pBOe/OIBEU60sqCKYRBPeBHuaBpHPd5TpjNVGFjeDKTJ0a4ls75hrmaqxweeP96z6JYx7DBeYUxmqmoIGuaZ1fkeuV1TKY81kjnX2PMlFi1XmtQvmLgQ6anrjD4kxNijlkTMgkm1pOj41vRTHm7/BTauSKrCrjXTrAhjItcam0eaNLB0G7K1lHMgp0jQNXn1hLEY6rywMTMljxAjs2xxZkXwE3o5kMqGU9wg1YrOBJwxeNVg6akrQRIWbIsXCjc60hAgKWIO6POBxbbMasOD2JLPPVvds8mPLFFSrztKs6LZahoxgq2Jw4IZf8KdfqCuJSPQDRFVKyqnaZXDkTnGFZWu2e5nmkbS7NdYKxD39zShR91tcc2a0D3BtC2bxhMaSesdO3NA2BskUOHpVCQ7QdsaVk/bTyIwQOw2NCvAxcvN1zQXE/I8f+XY+LdaSP2cupZSXSuvr1z5J3IVzFeuXPlao0hUwrFg+bLhWsBSC4eihV/4iS8cdSsFtkKHgd3TipgkcUmM9wtSDmzNiPjWHrd5xvkQeHGaENZi2ncRb0bW8ZGmhqQabKMYX79BzCPV7fuc17e0PpGjRsRC9fBz5u4pszeYRpBzg3UPNLWhNoJoDeuSSceMJJNNC7stsn9FfvUGT816eUUumVFapLao4hFioouPmPyC4/mWIhWue0IvbpjWa6o4s/b31FaRaVFuZqVnUimoVQWywpUGliNFgg6Rye4wMmGtwSw1SbTkIki641xWqOrAky7gUmITTtBokt4wmo4iRqzsccs9SzbkEJiHA8Us+K7iLG8gF3SceK12CGvZrhWrBvS2IQWJwcFpQKhM2G5xo6OZPuKdfkRYjTjW5LpBS8O7zwLVkw1GKnpXUfJCioE29jRywKg1uTWUVU29MeTVjpIk3fkFWVmajSDmGq81hBGpFUNp6O6PmEpjtzVNTOhBXMzGdf2ZAn54uIQwv1WunyjiiP7NlvW+RF2rqqJSDbPX18rrK1d+S66C+cqVK19vcqaxmYBkWS7BFG9FSQigVKGR/u0XwGfDu88fkQMk25DPEyp56tsV9/eAO1KypGy2sN0So2KcEqa1tFUkzhex7l2BVHC5Rgdwfk9TTsR+wmfDpq3RTtKrLXr0nL3BJ0UTIkVVNM+2bLYSFTwynxiDId7ekq0iUFjbhLzZIl5G8vERITLNvkLIBr8U5HwmzQNzMNxPHVOzYiUD3fFjhv2O+N434fXHUDRtI1BCEJstqh4getbzG2QBQSZpWKJiMlt0rTFdQyiaqbMYPxNdpKSaXt7QikJJH7NxD0QUTq8vyRrnA+vmjFaec6mgKCqbOIQNB7dGZEdtjgRpuE8rhLVUm4rkPUUH1toRK0uFJHXPOaeG+NAjTkdSJ3EYaufQXYMmk9zI3fAjmttnhGho6xZBBlpW9Qech8xiNzSyITvJGHdYtUIMR0Q/UG6fMD44RBkxMtO1gWo6M8sGTMOqXqjKCG+Wixi+ubmIY+8v1X7TBF13+d7nFPEsNsSof71lvV8R99IQCGyYZ32tvL5y5bfgKpivXLny9UZKtJVsbGb2Cu8vekOkSJ1nmjKjnYeTIs6BmQaXNPmy18c0feYR9V7jww7/MDGcA+NQqEMgPF9jTKQfLY/3maYSNK1EoNiKR6R2LKLhnGrGaKmWM1oImo2kOh5oxiNJRmoFUWq8tCwDsF3T+hdsyyPdN58h71akH/6Y9PpIkQ36+Q317YplSJxCoAkjdVSoucebNYuoycIQ55EqQ9tK+rTHJU1Rmgd9QzO/YnP6CTaMiOiwz1bobUMeIs18RI33hDESlUbKQl4i1dzTaE0QmspUpGSoq8ziNULVmCbQzhO38oRU8Ji22GpDbRI6zvikMLfPSU3L9PpjEImIwJktY/UM6QG/IPwIckO1M5f/hmYkqoZYCqJENssjQhZKyvg3Pe34hq6FIDvksjDliuQ6TCms/YHlPuN3z7CtYKdHVpVn7jMnOpb33sNFidy3pMVTkkZnASGzUpkQJqKxbG4Ntpao0VMsdH5E1k/xIlNZYLcj+UQePdJUqIeHi3pt28vTmhCfKuI0zLhlxu6/3A70S8t6X4h7+YRPfpeeZzo5M8o1zl3+yGvl9ZUrvz5fm4/Ij370I7797W//r34bV65c+UPjk0w4Pc+s181lauwjcjyjZIKUYbUhqorz65lEwNxukPVFNB+P8Po17PdgZMJHyVnuCWrG3kjqVFhsRRjPuJQxJVCva4ai0DJRnCNPDk9FRiCkQjUVqT8SK4XWgo1ZmO0a6SfW2nGuKp40ge49j5oMu1JRVpfUhmD2lDSRk2SlJF2ZaOXCo90w+JZob9H+HukHYorkOSFdwJXCLGqSqqgIuACpNphNTS0WxhAY1S2xeg/qie3wQ8rYE6ZEUpZaLDTS40l4rTAl0+QzY2rAG9Q8I6Iht4aqE9Cf2cWJuoa+uiMpgY0HfJSozYb9ncTlLVEuJDNB8OQCdXEkmUm6EKKmUhPsb3GyZlV6vCiYzQofM5vjPUpm+rGB0bOxI6LdoJJDVRE1LYRjhKrGTQM+OSbznG98c6a2gWhWpKZBdU/ZvPeUcJooKSGkYd06QpDYMqNbg7BAV5NKQkVHdoGpuaNzP8fOj/hmhSsSvyj8ECAVWK1QxwNVrbDNChXC5STjEzWbM5R+QK4rUL8ccfGFZT2+OgojRpidxU+OtGnhk7i5twPtK1eu/OP8QQrmH/zgB/zlX/4lH374Id/+9rf5y7/8S/7Tf/pPv/brv/Od7/CjH/3oC9cOh8Pv+m1euXLlj4WmuQiVeUZZiwoTRP9JtJyFtmWeFck01GUGP0O1/vRo/P5lxD3MUBxpzKiUUdKTs2S9lXQ7GCNwf6DerMnKIn0ghkTxBTMfqaot/SBZq5GkLSY5wtlh1y1Vp1jY4/yW3VOLGDw34oSuC2HdosQTfNVedNZqQ+wGEopBrFnGTDUGKjOiFURd43WHWyTi4KiGR5o44OSKoUgSCd1ZvGkwYYQw47XE6Q5RMjfDz5GlIMPMMkuqsKBtQkaPcxERAtiOnBc6d4IRphiYZEtf7VC+EP2Mb96FqiNbTysTFRM6atTzG0xnWQ49ZejxDnCJ1XLgqT/Sqx2zWOExzDSE0pJdpNOP1OVMrQzTXKGWA/nYEwBXNPWqRjeJoi1CRqq0kIRgFIlBatA1a0YMZxI39LHFqXeYqdmUhSo77LM1KiyotKBTgJUhZ0kuW/pB0bx5yYwg60I+9hQBzkrk2ZGcYjhHkD3qbk/uKuYh4T5eIAbWfabWgQaH/qQlUSqLHBVZRtTN7pdGwV9Y1vuKKIy3Lo0UJUYVjM1kdTlJGcfL8+J1unzlyj/OH9zH5O/+7u/4q7/6K/7Df/gP/Ot//a/5r//1v/Ld736XH/7wh3zve9/7tV7/7W9/mz//8z//9Np3vvMddrvd7/FdX7ly5X9rtP6sEWKaLi0Pxnx6Xp2ExvvLJbCXrObUklBkH3lndWY6R/psQUuCyKzWGUsgu4C4f6Sh4LxDHWbkeKaxNX5YCA9nKp2JtSamFdGdWC9vMPqEShHOUK/h2QfPGdfP0bVCHE4oFK32qE7THxKl7zHTa/rBoIxk1wli6hlGy4k9TfHE2TOPK6x5l1kbmvMLECOKhWgUMhXSnAitYWsG4pJRJRDNluf1QBwddlxw3DDJmigbOjdi6xrd1bgJoKBKROTLhLTNR5xuSXZPpSI6etL2lqqtMbsWrOZ8XnivObBXPT4L4vHxMlkdTqzGM0lIvGogZawKCH9AqZpQWUSroBIYEQlyRUJT+zOt7Dlt30PGQKck6y102rDMEeVHhJsJ3S0yW+Q4IzWk23dIqy2n0ZBu75DtnhgNISXiw0JxBlk1VMqghUPpFaUV2ONr6CP9aWIYoF0r9vXCSjhk3TCbFUP1lP02s5YjMXimWRHrSKMiYZ4IY400hRAzGzGiS0JtNlhaXL+gbP9LW35fXNaTfFkUxjxfvPa1zZAEKHktLLly5bfgD04wf//73+e//bf/9unX3/ve9/iTP/kT/vqv//rXEszf//73+du//durQL5y5cpvxttGCGMuY7m2/VSY5HDRIRfBLCFezsEzijLNVCqStg06XY64h0qh1Box9ETnyFWDbgTGKcJhQs0zHRNkRVxvcKGCYaEpcLPPtEWz1h5TMnM0qE2DrgJyA7s74PmOuLQ08wPpNGDaFltFlvGEdiObrYBuzXBIzMkiVi1+TIwPgSXVrGxFHR1SKYbqjuwzuh9JWYBuUMnRLS8ZzB1KKIouIDKpaamUR4WRxbRUOqC6mknvyFQUJiqzIHygjmcokWhqJIVueImWien5d7h//n/RKEfXgUkDTm04GMNKZU73EXuOVMIjxWWzMlYtzkrSHAmxZlYNWRoyGr1do28btCtEZeniiZ1dLk8Zeoc+PmCYUDETtEYrR+hHpEiUXDiNgjItNLuKdPsMT0ceA0PfsW0To1fMpaYzDaZYrE9U1UxpW86uZjl6nk8z6xpe5KfMJVHyTHrTM68r6s0GOQS8VdA20NX4n74hVTX17RoxP2KiIUmDsoGUNXNpWHcXg3zzdEdQ6rKQKiJymsnd+peX9d7WTc7zpxdT4rMHvS+JwrgWlly58uvzB5W6+OGHH/6SKN7tdvz7f//vAX7JZvGL/OAHP+AHP/gB//E//kf+5m/+huPx+Pt6q1euXPnfiJQuw7mUfo0fNuYiPIT49JL83PDu8+fgsiRkcERhL6ly9vKtlODxEQ4Pif4xc66e47K51Cbfbsn7PaXpoK5x2zuybjA28U55QT2+pKkL1bpF7rdU/+9vs/q/v4MusDv9iNvzz9jOrzCvfoL/6QvSOJK9oyCY6j1p85zFbjnNmn71LlKBPD0Q3zySZ8dGL0gBpkRCtabPK+7FE45lzyjWSDKyP+MOC3U4IMKC9jM+anKAICqkSsgSWOcz0lhiyPjzgl8KOUV0dpzUDYPckOo1SmREjOSYECnSDR8Tsib0I9YtWCtJXjJ6CSmxrLfMZsdU73nQz+kHsNMBoUAqKE1L0YZsGnICLRNaJ27UmdvGIWuBTJGVnlntJDoFynlmOXnyNELJDPqG49gQl4TuKvRuhWxbUiqM0fJ6XHEcNKU/MwVL0Qa7qcm2YrJbxGpFPpwwwxGEIkyF4yuPnyFwidc7+jWnA0xBwrzg7k/4j18TfcL4AfH4GnJGdi1MIzkVVHb4JEkxg9ZoVdjsJLX0pKLwvSO6RNN8SaTcW8vGJ2PlnAo5JKSbvzQK4/Me6CtXrvxq/qAmzH/6p3/6pdffTov/saW9v//7vwcutoy/+7u/47vf/S7f//73f6X/2TmHc+7Tr8/n82/4rq9cufKHym9V+PAlk7q3YnhZQJXPJnUqB6zOnJxku7v8eff3nwj0JbHcR4zWnH8cKWfBarXmyS5SqYA/JsrPX5DKhMuGu01F11Wo0SPGIxiDi4qYNMsgkHPAHl7T3ycaEdi4hVlU+O6GfHzEVS3BG7TJ5NcP1MuIvHOcp4R983NkmBCio2kEQ14Rph6GkUxLsFuWXOFERSfOGDcxLjWVs3TqIr6S2pFEhRcN+y4Tp8BhsVQpoY0guoRxPZ3pISZkACeqS+6yUkAkrnakes2mPOLmgCqCSQlMm1F5Rj48sn38iNGsObgVoi+YKWBzZJErjvoOi2dlHMYmprohiYQcjthK4KoGmSQyRip/woqA6FriZs3hnPCzpJWCRhce3YooLM2twrzznKIVBcGiVuS1ZX1bU2RiKCsICj96TseM7WoqZs7/cI84PNK1guNDxveZioWy22MaRSEQfESIhs0mkucDwRXKtzbEbUcVJ3h8QEhFuHmOKGdkicjgSKIiVw3KCBACrWDdFVIHORbkNqPqr+jNfmstcg4ZCzILctugVr98018LS65c+fX5gxLMX8WHH374BU/yV/G9732P733ve3z44Yd8//vf52/+5m/47ne/C/CVovmv/uqv+C//5b/8Tt/vlStX/tfzKyJpv7zwAT4LVrb20yXAty9ubCb0ngWNsQ2yQC6X0bPVGVCfRuq6KVEWRytH5nNhuI/I0yPNypHGiFcVTeq5la951x4ZU01YNNYm2g92xNdH+j6zCEs9Lqyne4y7Rx4OeOfwJdPKSNtWtP0DQrX0LyTmdPnd46Twc6QsR8zcIx9fYaYDZrWl7N+nejgynAplTAQlUWHBJ0nQNT+t3mMtHvFFs4mwEgNdGJACQrMnuopCRAqD6BoelzUmOhr/GpkDS6gYsyUmaNIZYTO+vsWbilzvyKYmiAbbH/GmIe/uuK0XhrPlsXuPpvecnUXOjs3ygFMCt35CKBYZA1IIQrulMo42OhIJOUiO6TluULTRsasdWmZq0SPzRHyY6MaZrbhMbWe7IWTF0NyR33lK+c6/QOSMP0yEOLLohvGgyKZh/aShEQtHU0HZYl898mzzApECU5zJoWKawLYVa+FQzYxoW0SCRE158oSFkWorOXvD7Soih0hGoPa3lGUhhEKzXaOaRBICikRWAnL8zCshxKUOW4pLdftX8dZa1LaonLG1ZPaK5kv+b38tLLly5ddHlFLK/+o38av40Y9+xHe+8x0Oh8Nv7Ev+8MMP+Tf/5t9wPB75qr/ml02YP/jgA06nE5vN5p/y1q9cufK/kL7/wpD4C7y9/oXCh18cRb9VESldzq2FIKrqksPsBSVlhJJUaSKPM49zw6uPI/PjTBg8rZzhZz/hGFbEu3doji9Q44GmlWgrqEPPE/GGtVmIuZCHwBIleb3GlMTswN19QLdRtD/+/yKTAx/Is8PNCW0NateghjNpifzcPSH2M1IlKJq5j0ylpUo9Yr3ivFTs5xc0VSAsmZ+8bCluptYROY34kAjdE14336B1j2zCI6s2U2tPnUaEMUTTQl2xrJ8y13f4jz6ijRMFQRodwyKpOkGePOvpFSp5TvU7ONUQREWuWpqNgVIoWtFsKsL732K6n1CqsFvB9KbHv3iDTIk2PF5S/axHpkjqJ4JdIdYr6qZQFk9oNlSNYNm/x9m3rKePaVsFRqCCRy8DOjqk8LQs5FQY9h9Q6cx9vsNvn7HcvMc9T6jzyHHQPDYfMIkVN7eCbzz3SKsxtxuUSDT/8P/jm+94micr+hc9LkiGj888vU0MsSZJi3znOWWcEH5B71bEJbJ6d0tC8WTjyWOP12tsZ4kvXqHJtE9bdJjxhxEbBtb1J+Pf589htbr889ZW8Rts6X3Vg+NbD/SXPjheufK/Aefzme12+8+m1/7gPyZ/+Zd/yd///d//Vkt8f/qnf8r3vvc9vvvd735lDnNVVVTXIMorV/6oSF8dSQv8wrJTdJcw5ZwvYuQXFcV6DVKSiqSkQutmWhy5ZHKUTE7xcA/L2COOjjonur0mPDh6X9GsJcKMyDIRS6EXG97lNRweORlJtZfY5QxWwW7D9PM3KHem2uxpWVPY4HWHOC8IpSlNi1ELKUTUGDmZp/j//t9ZbEWtM/E0QYqsc0TaHeJ8ZMDSP/l/MU2C9vQGowRZC8iWOp1xuWAJGH/kGzaxhIwwEuoGURtCH7FGEYShDJ45BeJmYaUdKjkGueW4uqUNL2jmE9r3CCJB1yzF4LNBWfAuM95fWg43e0WVZ8SP/zv9ssbuajwCHxRymQkxc8hrunJGTfe0eSAJwzloyjEQj46IwfuaqXrOLJ8gG1BRsgyBusp4bTlNFUrWbCqPY4UygrVeMCWgDPRTQKgTJ/cnPO6+g3/nCe50WfxsK0HQDY4GcdZ8szugw8Qp37CqNe2uwr10pNUOHx7Q2VFywbtCyYpWCWROhKwwMnGjB5p5IGTJ4iNjknSrlsY/IJzA358QfqLRCyxc7r1xvNy0b6u0f8NKvl9wabx99rsWlly58hvyB/1R+eu//mv+7b/9t/zZn/3Zb/073r72ugB45crXh6+IpP0UKaGESD7NqPPDRZR03UVNvFURn+Ruxckz6zVujJTTxWdqO4upJNOQOd97ANZ1ZPSOQ19RckJ5xWn1ASvj6PoH6jKxrFpif6RUI61amEfw2xq7UfBwDzZTmjWSCZkyajySSkL2B6YhUDZrNnmi1BVzNCQ/k92ED5omHujSiegzXlqc06S5R89nTMisqx25yigvkZVFmQgRetboxrFdemweiG6gLw0nbqm0xWewqkLriKkrfKyp/YAfC4tqSbpj6T0ynFA5EqRizGtM8dyWN9g00cstUbSk5l361GLjiFgEztaEkFDJI7xETj1yTJQUKbKm5EygomePFR4rCykL5lJjlUZUNSd9wyA/YCUbSggc9FPaZkBITyyGJRdaFfExofqRWg+IKMlPnsJ6T0ktMWvWaiHfasJNw6u4ZrfJyBvJKBUlJnRYmN3ETWsREmIC6pp2HckpMoUNNT06LKTxTKxW+KffIATBRrxi5e5ZGVg/X5HqllWUuMETZokvG+T5TBPONCKgvfssreXtwxv81uPgz7k0fukA5cqVK78ef7CC+e/+7u/Y7Xa/UWHJr+KrFgqvXLnyx4f88kjaT8k+IofzxeaQ0kVNCPFLBucoLed7h2tatJ/RIiLahiXA4ZCQZERlMfPMMibyzROKFPgpUUmB8xXzbKnWHl5/hG0uKQhxXMg+oJbAIrbYpoJ6Yqj2qHc1HBz59cDyDx8RdYt4fEVaEtkXgl1wm4ZsNEUnykOPURG7zGRRyEURoiCHAG1HWe1Qx4HV4R+wpmBUwjVPCFtF0payCHSrKPWWJQsW1VB6d0lPKIXsM0WB0ytUJUlUGHfk9bBn9BKz9KzcG4JY09d7WrUgZE9MiRwLT9PP2fCGU76jEpG6eYIiswkOl5/ivUGRSbmg48z64QVTqbFNQWpPFT3H9Xv4cEcMBeczFZGqDmhraDuJkANrK3j0NZNY8bQ64adySfNoapQYMS4h0oJpNaHaooq+LLwFR+g6tuHM9NMfQso8b95h/XSLMYUq91AcMji061E2E44j6dmWdSfYtRXWBt68DISpwGaL+sb7VDcbqCpkgPU4UDPTfHAHjUUBRkEsDeF4D1kg1lt4ugGxQEmX+9GYixXj7ZFJSv+kkbBSV6F85cpvyx+kYP7BD37Aj370I/7iL/7iC9c//PDD31j4/uAHP/i1FgavXLnyx8OXBF18AX+eaWREtdWltU+pz86pP9fm0I+S07EgUmAZHNJYbIzYPONeeazOFCkJPlP6kf17O+akOfeSSkiaOvPmmBjJrIpHu0za7unPgihA6ZnyeqKMBSE2nE+C7SaCqhn9QlgE4m6HaAL5fM9yTGQ86fCGar8iEzEl4ZREC4irG4ZzJE4Ra/Mla9hPqDzSzgs51SAT7WlET4WzvuPY3JCNYbZb9vMLRJYYlbkVBzppcaJBFs1p0eSxIOVMTvBi3pDPA+/0L2jFgbnSeLMGv3ATXiCDQyjJUDY4r5mjpRUH7Hwm1S2IBjsc2buFomsG8w7BR7QE5Rw+VGylRwtHu9L0i0XFIzfxYzoLsdqi9h0Kzyp8RDmsqfS7LLZDW4OYepJsybKgosNIT5aQm45qZfHCEF2hKQ6Veu7FDVX/QJdWNKIQ7k/ItsYXjaotzU5RpoWUZpr5SH1asEi0gtsdKB85ygr9f33nsui3AC6ykwO37ciajD7cg++IVct5kGQXLrF/BGjXuJgvxSV39UUXz/Pl1GO9vhiRx/HaZX3lyv8i/uAE84cffsh3v/tdvvvd7/LXf/3Xn15/eHjgRz/6EX/7t38LXJYB/9W/+lf85//8n/mLv/gLPvzwQ/7dv/t3/Pmf//mnWc4ffvghf/u3f/vpa65cufL14XNt119cdpoTOjmavb0k0f/iKNpa8B43JR7egCgCq0DpTBYZd9+zxEhRlmQMOWbC5KniSI4Lt7crhkEx30ua8Q3dcaIcHnECqCxuhHjKCCGp908Jp9f0xzPu9j2kzswvzpzGglEr9BOLr1smsWaZd1Tnl/RSYYNHixNTqdD7W+baYI4TSbVMRmHLPSUnpB8Q80yxkmo+MLJDFomqHCvvLg2Guxsms0aeZ8a4g6qiCMFdfMk4ayZVYWxFNT4Sx0RQmugy+/xjjBuxpmBzQoUFESMFSU4ZHQNB1ryw/4KmnPDSkBDchlcsOfDGPKVVhU3xWH+gTWdGe0vu1jTyDGkmk5Exovo3dKnBijNtJUnbHbaStP6eZFtemm+gl8hafIS2ew601FtDjgGbZ6rkQQgqFSjGkJXFZYMeB8p+g4iJJBSrrWT9ruXBruEnr5CToDz7FsZCu9EUGkTp2JUjnE9MbGm3Ci0Sm3pGfesO/SdbqIEYqcOZTsxUyYLpSMNMPk2MbsarDdQVPjaXBdJTomIhmYp5gfXqs3sRaz/LNVyWy+T5Oiq+cuWflT8owfxWBMNl2e8X+TLh+/mM5m9/+9v8zd/8DT/4wQ/4sz/7M77zne98ms185cqVrxdfuexUZZqS0VZeLnwasPyJAJESYmTsM3FwbO4qMBKhJHoZ0Toyyoa4gBagrGIRDbXSyHGgfbri2V2knyLVPFDqhTgJwu1zbHKo/ojetbAkhjcDUe6xoqL4ilXxBJ+Zx4JYa6q7DXlU+CSYnn2HJAq38Q2pKE7ZcGbFakiE9ilSj5xeG1IGGyp0Uqz8AZ0DWSlG0bKUNVJlUlWRTaAaF7r7n2CqE8lYps0zRm/YrDX9aWRILblEct2xyQMzBaZEX1p28RWKRLQNSa2oQuGcJRUjalkQBHAKWxakLATRIlQhRIstnloHtNbMYyG5DNYhlwdAYSjcd09ZQkC5f6A6PyL0Ctloxv0HNMJhYo8aHynVmnp7S6xWlBixy5F21eDWN9jja/S2Y9WdSaXFHAPC9UxnDa1Fd4agDClBszfY6Blo2e9gPUSWNwOvf2ro3t+w3WvmtmIlCp1p0LZlyjW+ZLRRlOc37J+saW8CuauR44zyEWxHvA/Ms8KzJZoVp/uJYCus7ejUgmgsORfcyx62DXK+lAKqT+5FxvFyQ5/Plxu5qn6NQPErV678LvmD+qR9+9vf/sr4ty/72cPh8OnXu93uKo6vXLnyBb502QnJ5Wz+k6ny21H028ldKaTZE4/3VFFQ5oIsGbHMcD7CZkctYBkTYcrc7AtjdIxmT10ynE/Y0bOuPGXX8VRm0smRVi0urKjaFru1fPzxE6R/xW6TWedEqSWP+SmHpaHteqKMTHTMWhIaw7qRKP2c5aRxfQCjEKrhfghUtWXZfAPevCGPAZc1Y5CUItlag00jwa44V8/IOUCsqcORbjxS+xPCnPG7d0lzRa00TRUY26eoktEpY5YjOUGcMyEpbPbUjARhaTQkJDbNNNMbdDrQciaiSSXRuQeyFGwrgVsEEWjiwF3/D0hnmD1kl4hZo/WCp+GgbxFFYWtPXTSEiagVWRo0CTGckTojM2SlsCZidSD6mbC5o20i9VZSVs/oVgXxEGijY3Vzh1pGDnLDolcUC2SoNg17c8/Q3TKFTProY4yfOCSNigNbmbGHxN2Noq4LwWygBHTXMqFhV2P2K5qNQEWHKhVER1IW7xXnwZLHGbtt0JXCqRY/JGRbyDGh2xpZN+jxyDxMTLlmt5WoFC5i2drLvWrM5Wb+Er/9lStXfr9cP2VXrlz5o+eLy06/YHB+611+u1TV9+Q5IvSW6umGJVsanSk5I+eZIiRKSMxxoS4j8jCzyxUH9sx9IEhHOx3Y2EzvE6fujmq1Bm0owdDdwOne03crqvUtk+4R/SuSMuAKLhviUuGqGvkqMaQKteoQ968Q04nT0hJCYG0zGY0XmjwHkq4wwiAaBTmgdARfE9KE0Yal2uAnR6laotwglwPrFNCNpNWeh0pS+4BkgfHMJi3odcvsJek44JaELY5SJCFJTnQk1bANZ7rQk2OgpIUEeCyGRE3AMJCyIc8DOwIST0Ej54mFHSVBJR0qSpRQBK3ISlOVkW56g80jFQHUiIiZPFdQPAsNcnNDLBVNdqhNh3m2Ir/7BBsm6icV91PLY9I079+yCkd8EymnnrJAVVk6RtTcI9vIsn8f+f6/pDkV+p/NyLxwU12sEbraklYrjDyxYiJWNRpCLgABAABJREFUe5xYkTY3hGJQN4qmA6EKxEJcIvM5MyXJm3sYzw2rEmjdjKotPghWVSRMC4tu6D4x3ZfdHTodcS5RXAQ+sWO8zWCu68/E8S/47a9cufL75SqYr1y58vXjrdh4/fqL1z9p+ZPrHZIdFRBHmL3Cdls4PsLpzOIFNnhu7xJebYhnAa8f8HPC3myo15KUDWU+cHd7onuyRmp4nBQxFryXdGtJ9AbVtBzW/zeLV5j+nnb5KeEcSEhKyRgxYbwnotGxoIYTnYrYzQ2jeEJcBjgP5CVQhMWVQiMznZiwYUT6EcmImCVVmYnthtklYu8ZZMcqzJTgmUjETY0ZT4xDwdpICBKvt+RVRe87mvKGiKIQqdNEEAIxzojiCUgqJkDTMlAxUaiRRBwWSUSQgIynY/IaoTNaC3RVIQooU1AIGhuxshDVltl5hHLo2rIuPcImRnNDTIKxammzQ9eFHD1x/RzrJkRamF6D290QoiKdPDGAJlOvVyjhqFqFdoocNOX//Jeod79DJ2uiO3Ncb9mPDzRV4bx/wvrGULeC0bXUYWGdBqqbhmVXU6bLbTMMUGJGJEFsNYySyWecU7RrTY4bJj9jRk/oI75KmNuOUdRoJvQ4o2xFsC1GeIQG2s1n/dVvT0M+zxcCxa+e5itXfp9cBfOVK1e+Hrytvf58OLMQn5mb39rBckatGuwnNdfr9eXf3iuyqJFhQm62bCpH9aTFzYquDHTTSNy1BB04PUS8sqzXmtXwc0y9o2y2bFTkH15ZphHavWNwglD0pfZ5OlDmwBgrJnnDLQPqcE/nBsLmlm5VmMeBVehhfcdSavxxYPaG1jmsyKibDjsNuLhiTplIRwgOlSJaO1aNJecH9OOBLBXOdhQ0yjvc4DHuYzIwDZDR0M/kbUds98hOYdwbCAGlAjouxKCQxSHwNEQ0EccaT4dloWJGCIksnhmJJSEAQUAiWERNVBa16mjcgJELqyqh64UlVIhVS2CHrzOt8RhtoarYdC1pmWnkQF4mUl6IAaxY0bz+Of2omLt32G0PdO91PI4tp8eGqTxgfI+/fZf4zlOaPDMdHU3R7KuIK54+B97Ze27uOsK4YNYR04JtCkuSjKdCuxEUKTk9JoS+CNUQwB09D1NDbCxbWSHdTFU1WAui1ji3psiEnkd63UHe4f3FplxNj+ipp1KO2gRksaDqyzdXq4so/kXrhZSX+/ar8hOvXLnyO+MqmK9cufLHzZfVXr8tgnjy5ItCOmd4+RKco2krQri8vGmgNom80SSv0bJnfbNm9pIye+rUw9qAyvh1Rz6/pIhA2WyIC5i5J8qKWCTl5JhPhmhqlmZPPyzU8z11cah1wzBtENuK8PhANx6I80KZFsaqwpiCjT3nY8PpXLNEy3mU+F6zrQN4gy2KIA2qSN7o99DtDU0qrNOZKTb4YpHJEZs9SktSgFm3THJL6480euFOeYw/kmbJw5yJm8jWLFStRB0G6mVAXAqxEXgkHo2jYsGQCXZHSi0+LZhSCCgykoEtoJEktM0405KaDSVXpK4Gf0BITXSFU66RvqZrEqvySOMOCLsiFUUjZrR/pA49i6rRJhNEQbxayOcJodfswmv8m4pYbjC54smmYZpqxrCw6gReG8R+Q1nD+WcfY3/4M0TT4nuLaiwnbxFVhV03uMGTnMSqjKu3TFXL4ceeswlsnkh+/pOMTJ5uq6l2DcnD675hrwIizMRiEUoiSyYvHrtpOMwrjAeRIrpMoDVhewcWdk9Bdf6zBb+u+4pA8U+mz1/V0HPlypXfGVfBfOXKlT9eYrwkC8T4WbZcCHA6fTFl4PNipKpgWdBdx2ajmOeLvi4hIyQ0T9c0wiFKxo8OJSLIt8flEuEXlNXQ1PiQyc2KMSRCnwg42k2LWH+D3mxp9xXn/8/PqIcz8v1bhIDsA/v5YzZ6wljBWDao4ok+M4gV8VHQl55iM42UqGXP5DRONdTRsw8LEsfJ1/SlQVRbbsoZuQjkNGCVQglFcSdEqUEJpDKoHLA6sck9Is8sAFLRiIU0TYhqQmWHtY6SBCMdOQjq4pEoBIYCVCohjSfSsOQaWSL5E0tGEA1ztaXNI1Zn6qpwFoaSISXJo3qGXUZ8hsfmhk5KrFEkGXBSUYyhjiMcjkQr8e0OVTWAgJTxoTCUDToXwhwZX55w9xkfLiUsIRj6SrFmwd7/nKQCmzbiegdDwEfJMm5onu1Yt5lqpSiNxHlwoeCCYFA3DGODmwZ0l3n5E4cLgmrTcJIN0mraFtAaX21wxxl6hzEFIQVZN+h1A0FjDOzqmbWOlLohpcutigVW9vKgF+PlBvzSQPFPrl+ny1eu/N65CuYrV6788fJWcHxebAhxEcWlXHJxu/VnVcFKXRarTifIl7iw9fqTIXSQSB9RqxZoWRx4L6jrAkpchLmSlMWzlJolbohLYKVmUm5wVMibDSW0PL/dEaVl6hPbHWzbCiU8wyLplgeepY/QmwanbxCnwKosqBI4HkdCP6LTSDQLsRi8XLHUN7TLQCiBcxSouuFY3dLLiiqcmeUKaQLaDyQfqdYGEaE4TxdPTNUNTSkImXCTZ1ZbauWJQuFkRTEWZy1ufGRXHMv6hjURP2dUssRmg04DaXGgMkoUlEpkURNyTU6CRhdEVRPVhlOqqfKESxKHYSwNKx3QjaVohR8Tqzywm87YWrPstmTZ0eYeZ3fEpLlrPGW1gpCIhyNaJPK7T8gZ0jwzzpKT2NBMZ8QSKD4hhCJXLeJeYMMRQWC8vYH3PwDr6YYjT48/Rx4faemgvSUgEG6hvDozesW8scjoKZsbTmrD4ZxRRtJJRZUgDZfbzHvIWZPNmqppSSJThGQJitxfbrN1m6iDI2uL4HKbWnsZHKcE6u0Xb1MxvhAo7j+rcL9y5crvnatgvnLlyh8nb+uErf3idSmJWTKM4BZP2SZMrbAq0VQZrTVJGvLgkJ1EGYkio4qHdUsUhnmB5TjTLw1LgjbU2OEeVor5uDD4HVOqUKpCAouApi6s1oJ86PH+Ab1d8WbSHLLmENY87TzP7JF6e2aTLaPucLFQ8xGlqrHuHvtwTxhmKlVQSiHjyDMJD0Yz6Qbb3zMFRWnW2LywNx5VFkQu5JQJ9Yo0LeSo0HmhJIiTo3GvCHXEisgSNKNoKBpUCqQsyEpTrMLJpxzPggpPMBWjWKPzQlVDWjJ6caiwgLKomGiSR1QdqV7hZI1SklpFcgkMZccQW3IOmKalSE2JBZRG7jq2OIpqKa1G+YVajJg84bsdwtYIHfFRMg2SqtSIVY1fFD4IfFpdSlmyxaaCVRFXdQitGEeQA6yqgCZBCNRyos2OFDxtcUyPiaNaI3WivPohs1ozmT1nX9DDjDOCx3Ogeqew2hu0hmm6OCjq+uJ5fxvCcrEfK1JS9P1F455OsN/DB+9lxCmTjUR+kuRSyluxDUp/8iS3Wl0e/L4QKN5cc5ivXPln5PpJu3Llyh8nOf/ykh+wBMWbB4s7TUitkNKThkiInqlkVPKkpkXIGjVHrC00jUB3DbHdcH41kZYFYyWtm5hGzRgyaUiUN68Ye0G9kYQ5oA3oSiAeR5wxlFyQAvLsELrw3kpQvTNy+shhw8RNO6JuDEt8wjgoJAM2TsiieDhWDL6hKiOVLtTukSQFG3fAhhMP23/JuLmlXk7k2lK7Mylm6p3EhBqcwMaZLGaYBMpcBuPJWJp0onUSrzcYPE/zS0qQ5JK5CwuHFDiHp9CsmOLCc/UGWWtaWwiLJqXMHGtu8kwWBqFrvBKUySEoOFmRsmQSG6IwqHaNCxXGX7KKdWuo15ecYbsRqONMXTxaK8qmwY4zVksqpcnzTEmeLCNJwCQa7vWOLNashEPLhTEJoq4Yp0KVAGspqmZULdvuEaaBSVQsdcPGO7i/ZxaXTOd2LSjVnl4bXg8todfUT1foWtOmiDASv74lPmTkeaa6WyPERdOO4yUq+a3zZ7X6YojF28jkur58T6hPHsjUZ0t7X7Alv/3C2os4/kKg+NWGceXKPydXwXzlypU/TqQEKUkhk4X6NFDg9WuYcsO6dchlJE+JxQmWqBjPGWMrds80VVWQ+zUzkqAkm+biZ46NxhjD/CAJacI9jjjvGMqO5DRtesC++glPogNtyDGRc8Nx922GR1g/62jrzNwvBLdgfWR7Z1mZjDzeo8OAjFCkxiuHlxVF1ByWhRAsKkGZFUKD8Ze6QVsC3fwauXqCtZlZJIbY0MUjGoWaDugUmB2YIolVQ5aaGzuBNgS/Y0gbdElIrVDSc04dVRoxaeZp/BkajygtD9wg6jVNKzAiQRjQ7kjFyGLXOL2B9R5DQNgRmxfaPHGOFXOEcfOUcPsOc6rg8Eizqci2Yd0l1t/asZUz57JQToJuekmFJCaFiRNWRBAGZypS8di8INs9OW5woqIJHl0iblH01QqbJ8rx4eIJ3hmUrmnzRAiBEmuQoP2Z/MYh3n1CrSKCCrlZI52mnBZmvaYqhbZKSKlIPmLimUk3iHkiupakFbVJEDLzIHnnffVpz4iRibhkjJWs14q2vYjpaYIsFMp+LhOcy/fqGhTposA/v/D3xUDxK1eu/DNyFcxXrlz5oyQWxewr/Hkm2wYpL7qk72G708i5QpZA9oFU6kvrsGnpnjbIrcaNM1F41u+uCUtiOARilkirOYc1sWux28x2d2Z5GDjcZ9686fhmk6iZqBuD9hMJKOsnLP09J/aIb92QbY063OOmyKI3dFvJtoloLzGzYjlOlDkRSoWsKtxpIp5nRPCMck1UDSu9kKUmZoEwFe38AEohVyucn1DSUrUC1Z+RDw+UZSZHy1B1xLLCyoyIB3R2JKkw2RGxhKKQMWDjRDIWrxqkm2mEw5kOZVuWRlPLEyIGTA1S1rigcfYWZTUr6yjCkqs9UXj8EHG5YhI3TN1THniPNjxwV3l25cDjcsvDaY32NVs7ouqW4XFGlI4gJHWZEKVw0Du0X9BrgxAKjMJUmnYZqcPMGBTryVEjmZqKohXpIInOYWLAhANjvQNl2eRH7PnM5BPitmOrJVOq8ceAja/pVis62bLjSBhWhP0HmFqjfE86vmEXNUuuaG8E02yYl0Txme2dZCsrUIbbNrBvHVJkCpIiK4xtiFbj/WX6LG2D9IE8zgQsSmQaN8Jp+GyS3Pe/2n7x+aSXq6C+cuX3wlUwX7ly5Y+OT8MxaLBVwKSZUCyno8TNmSJnUJCbjsnUzItA7CRCKZK4nILXG8t8GlleJhobWcaLIMmmItLQrDX4hEgzVs9oOzMWhy2ObtcgUoQwo+KMygvYW+IicUdHjgJTIlUtQYNeNcQwk2VDXD3hfHikHz1FCuzs0B//mNuHE5NaX+wiwRMTeLlCRIfOI7JcEirsWuHOgmANBqhCzxwNMVuiqUAqdPGY4DhUt7Ry/CQDOWPyCCmhloWiLYEaRaQykVAW0JHtOlOUwOtbjBhQo8PFGr/eMJod7y7/E+U9eb/C5kjqI1M2nOpnuN17FFNz6z7mbvkJVe4x2qJbBctI/O//naGJzLLCHB+IbQcBOllI+1tiblDjmRw0w/vfYJ0HlPeIJaOSo3YC3EibEoSPyHbFtF4hpMHuaqTInOUK2o55OGGGB1iv6TaW9bbiPEtCnlD3JzAttnjMckKECEeDaQ2LWpG7DeUwUxbHJt6zVorX9S31pmZzk5Fjz5M004kGXbcsXuKXTDnPiFMgdRt2e01dg3OaUm0QZaZOI40/o2W+eDa6jk+f9L6sBvvLIhM/n/5y5cqV3xnXT9SVK1f+6Pg0HGOtodnAPCNGR50D/uRYUmG1kZRxImRQ1cVkWsrFtvHWP1otZwKJ+lmHaCTRZ/xxpjIzwglEf0T89MfIx3tqWbGJiuBnUmdQQlJMRQiSNDmsXahjRD4kdGmRy4TVsKripSxlGZlVTV151qtCfT7x8mjpB9C5ogiNJFNUZhNGTqEiVYaWEelmnNnTMZPGI53ssHGhe/gheZl4Ld/BU7gTj1Qioaymi44+r3msd3TpDY07IbSi0Y45SbQxSOWZSoOPFaLSaKtZN5Gz2pBTwXc3lKZhHgOmbdjm4bJw17ZUueCzIUVJcgJTBW55xKcZIaGuJUK2kCOdf2TJNa07IcYj1ZhwoiY2t+joCFIQehDpyJItBEtziqz2hrJkRtEhdY1REV/V5KphOgvSuaCtwgK6f6RfPUObgrWJXHVEfct+m9FPWqLzyMPAXk8sWZKPJ4QTJB+RT9dsjj8lLw3hW/8PEYU2YGVkjhptNM/3HrOvqGvFjUqs3EAvLG8e1Sc6VoFp8KeZlGfKbv05W7JGyjWqTzCmX85d/rIa7C+LTMz5q8X1lStX/klcP01Xrlz5o+KXwjG0hvUaqSz6cKTeVvTJ0phEwcE0YYmQNoR0mfopBWIYkSRC3ZE+EUhKK84nQ33+GXK8RB7IcbzEjonCk+GBcVGc6yeoGFAvH0mnnqU06PoNT9sObj5Ar9coVTD3L4lqjy+F5TQBBTM9kvqeXnScQg14nHmXtLmlHl9hl5GkCo1MmPKAYCEisa1kVc7E/kxpn6NMRxAWE87s4wuO+RYpBNYdqIHStkAk+shj3rFRsBdHnOxwnWUqNYtoiBkaBtYmoDuNKieyqLjvvklZCWxX0GNgxwN2FoTqhnCeeVzArir0Ap1eWJD4kLFMFKOwIqDjzCJqAharPJtqQbmFRGBpb6k7SScjS1mBL5gQGbv3qOKAeXOiFzUhaUwtcWaPLIHiHaqtsKLgTws4wbC+oxLh8kAkJDQ1ZvcMaW7p2jNaBabHAZZAuXuCqRvy8cTe3XMfarKHvqoRY6Hu74m2IJTmydOIvtEUZbBlxhTBrXKs/QNaFebja4wGuV6RkkYIaHeW2jhCapnnS2yhUp/cuDF+dUnJL9Zgf1lk4tv67F8U11euXPkncxXMV65c+aPiK8IxUMljdcJrMGPP8pCpkkO6TJGFOM+o9fpSOuE9nI7kZo3Q6lMdY2Xk3L/BvXhFvZwQ2y3ZR0LWUFtkWpAPI72XYDSr3qNERqWIDAWmAucD7n5F27+mhJFyUKR7j+oaIHM6S1IvOQ4WR4V95x1QZ8p5IBHJp1fEWMBIxtLSpRltBXXjUWRSKtTuTGkltkqYCkzqMSbjsyZFzaKhLIK6nFmEoA8dK1UYs6bWBVJEFE8jwYiZTvRUGPCa6DVNdWQlOkxZUedAFWairSg6Is4nUpEUpWlCj5ILZbPi+TTw2hWmWGMlFJnIITLaFdF07JsjVS6Mu2c0/RvWe8GQBQ+uw6YzazkTVX2xqQjPrBqWV459+Bl1vSfuPqA0DdQ1cjjS6gazVbQlk23G2x0NEdsk2ncE6eY99N0O/QTU8ID66JHl0WNkRM0TcU701XPGbImTxI8BlKD5+Ij9P264+WbLKgX0TUb4E2o502VF5YAQSOstWST29QQqk7sN0miUlOALQmec+/+z9ydLkmXZeSb67f40erSxxj26zAQzC7eqJjUhJ3eORyBegZhzAuGQIwr4BnwG8A2I16grZLEQZGZGhHdmpt1pd3sH6h7uERnZdwFQPxETdTXTo0fFfG33f6+91r/U1/r3lwbuOz4cgw3fbZn4jm+L6ytXrvzeXAXzlStX/rz8gRuW3ppjXHxs371dSjAOVGLGJ4iVwXaGvEjK/pHhqwM39wWzNqSnGTnuUUPPnCuUPGPrmtqAPu/ZyT3nlMhCkqeMmif01DPuB2JfkHGhHh9RRoIAmRKNHAiLoO8dgR756v9H1Aq9XWHmgWqd8eeF6WHieEowSOIUiKFCbm9Q60iZJkKzYZqgzQekVeiSyapFS4mNM6npKCUhpESPZzr/QDHwWN1R+QO1P6JVRiyFOPXEquaRNVM0zMZhVKGkI6oEZBCs0wNaRkQlUc4R/YyWhqmS1GVAnCaiuUVVFTLNBF0Tpz1lWKjLjDILs6gQxVLXns1yRKcRNcNSbcmmwQlP3UQU0E+SoVjm1Q8Zy4pe3ZKz55PlgKryZYT0+AJlDcPqjnAYKGGhtgW9f0C/mfG6RiaP+fGnOKcxWeDWkFpN7x3i7oa0XnFa/YB7OyNqgdYbmqomyAf86yfSaWQ/O5bmltWtRAjNeJpROVEqh1Zw23q2zOT+p8iULv7TzRbcGuaZvD9CXiHbBhECKk5QdZAuVnFSS0r8IE7fCeJludhrfHstfOg399uI66tgvnLlD8JVMF+5cuXPw+/ZsPTLdLZSl7f5wKnr8sJhRIuC29S4t6/z2tL+8J7VYY/lgE4RnxSzXRNTjdSGjZvoREBPAryn6yTFzJScocmg1+y9Zj71tGlEqIzpf0a0DWiNWkbykihJgpaELNnKMylo/NQgWotdJubekg5HbBJMyiEqhVtOhBeRIgVFWzyJc3VLtBtM8dzOL8l2hdULOnvmJAjrm0tm9/ER5SeGVLEUR5YdylRU+USVe0wWHOXHRFWzNiOy7phth3zytOGBWkzINEEEYR0pgU4TiwVTIir15CQoaQU3G9TP3pDfPFFO/vLLlzOLURz1DjlMhLSgaknVVky+EGXFgiCjWKVAURCrjnmyZN2RpSXlTBYW6QzIgAw9tR8oes0qHTmimURDnc+smhmdz3itaOwE+y+Zmx2larBdTfAjTtZM1RYtJcMhkIdMIxcaFTAWNk1gSkcOQyDGCrGCedGkOSCVpN4alJPI4xPjw5ptNWCm/hKvIVwmlrydviffPEHVvLWO43JqkdLX46yzUO/9lt+thXG8PDbNe+/ld2vh22Owf2FX+AHfMHO+cuXKH4KrYL5y5cqfnt+jYek30dl1fXmbr6cJ50L2gSgc2oLSEANIAXal0e0GHhdy02A2O5RQ6PlMK2fcpr744Y4LrFZo3bMuA1NT41crhtcjUy6sPjW4Vcb/9GcoD8JCCoHoWnzVIlTG+sJwOPDoWowSpBKYqFiOE8nALCoqBoZFX6zcpGCcM713rHOhlhEsjKzQZuKl+hGVkwjxiJ5ekOcRqwv1ciBNT5SUcXVNl2ZGDB6HiQNNmVmkwYmFOo/c6UcyKxa1QqzvYVaslj3KZFgitVzI6UwphaIkRQSC3lI0tP0T8/4R/+Y1DGcm31J7j2bGxsBGJHIuIECLgmYhiA4bH/B6xbS6J+fA4hN0WzCa3t2xi4+YMDEES0CRXYVH4X3GJYkKE01VwzLRlgGlO0xTgIzedZRhRu0fYQf7+R7vC6okzsfComraZ4aiK57OkMMeJwNVXcPujvzVC3wsmKEnVQ21FbBqKMmTUiKeZ4a9JdxzKbGASxAC7PfQNKiuwUbPMnjUSl8Cdxygukzo+1r/lg/WQtddhG4Ily/vL24ZOX9zDPZ37go/4Nvi+sqVK783V8F85cqVPz2/Y8PSb6qztb78+Z2wLl4gMSgRSVhSBGPBVZfr435BIlnd1cgqIzUoWcPpbdZQiMubtS0AWma6rcPX4FvLahdY4cldhahqUt5QtluStBzSijAkZAmEaUA9vWFaW/qsMctLlnpB/eUd9a5iGuH8NFBkRigQxtD4mUYc0WmgNxWqrWiKplaFVDTKCXxWHGIgx4SOCWcbZD1RFo+sHdW8oKeREDWWQJCWIAxVOPKZmqhKIZM4h0vGd1EtrR4JWeCqBbGqcE4hSkGXiElnNBVpXighUY0TeRzJRVKnCfV2zHRJgdbuGc2aU9lAgq0a6NRAlALNgJsTy5RRmwZvFFE4UtIs62d4syINE6U/49cbDqMBnbD2RLu8JsYDMk1k5yhLoOoPWJuYWWNLIFORSuFhqlloSMIwxBvWq3t2rWYtz2jXEcYAw56y2iF+uME9Lqy/OpOFoqsUeXdL3D0jRIkqEfHqS8J+gC5CpS5BNI6XUop3pRCffko9LIQYWI4RLRPypiU3K3zQ7/Xvt9fCu4Y+7y/vCXB7+4snL7+wK3w7pGf2SKtR3yWkr1y58jtzFcxXrlz50/ILNhbf4lc0LP02OvutOcbFtitIZGkYHyfSPOG692pbBY9SiWWJ+H1Pt35bBG0t3xjLFsLlc+128NFHMAwIBoxypNaQz6BkQVUSb26RzhLHwv7seDhp3HxEHgJdCMg2INsOk09M/cjDi8A2S3JKLF5STAFbQ044JzCtYzkEqtGTdMXQbREJRD+x9IKSI0f3F7j4gPUnvF9hUqCqPWsV0CajqpGTdxAEIWocAWsVRXii6AgC2nRALwO5CE7VDYZILY6wsXifMMtAbmtiuyH5mfr4GnN+QM4Tk2x4ks+QMlILTy6RkCQ5a0qCqdniTYuRD2z8K9ArTKuRMjPqDqzFxIQKgSwKpxM0Hxu6KnJqfoJfzqQy0BgYco2jASO4kSeyVORQ8LIhJsghYvJAyJlpucebFYtoGZND39wgVw2nk4fk+dFPCiVJ6rqDEi6Z288+xfevL2PG6xuya8i2htqyjAsaiXEVKRxJOaLIl+Ei4wg/+MEl+IRA7zrWdce0n1l0S6m3CC7xWtegxfu18L7ESKO67rJO2vbyze9q3vtgVxiHhWkqeC9IpkaqGjfpqx3zlSt/QK5L6cqVK39afseGpd9FZ38tQowiVS1DyqgKwuQpJSKEQBqDSgO6UhcXCW1QIl8yy+/S1s5dPlNdX47IQ4A3b5DHHhFG9LKw2Ba3XqOGwDILTslShgfGN2dSacmAEgmrCufzQEqOxa7QJiK+/O/kY01dQ2kcS8jMvuEg7hmKwBZB0x2p45dMpwExFU4SCBCniDaJWVkm8xE6OW76L8lTQSVJ9GdcGgkYGrMgvMfpiewMc92SYianjFgCtZxZhQeG3HI2u8vwEjlR96fLpoOZpg/YPGC9xgx71DiQUwJd0YgJoTTEGVkyC45pcfSpI7WaDWe6eCYEy2GuGVZ/QdNZkpypxUjedRzs/44YRurTV9Arltoyqh3BWCqfidMTNQuqtUSpKb3BVIrUbghFYEtCJEFf1pxP0OcGlkBbTxzXHxPslvxqwhJQYeExn6hUJG0qxklQUkFlRzArfLVDd8/Q5uKpHU3L+eVCFyUqBsY+MjuF7Trq2wr9+iX89Kfw6aeXDHFVoUWie1bTtCuy/FbNfchEn5kWiQ/vl8WlfFmhnXxfe/Rd5RVaE+uO09wQbcauJcaoqx3zlSt/BK7L6MqVK39avtPG4gN+ScPSb6OzS3lfjuH95Ws61xxfBoyIxOzQ+qKD23ikNg57t4UlkItF6befaxwvR93aEVZ3UApm8qi2BSFQux32H18SDgvhrcZu5gUzR3L3I/YKZHnNTehR00DlPCVpVIr4aWIQN6QUsdkjx4VRbJi6Z/j9gaAVr4Mherg1R8T4wFQcgYw57znrDSKDQPHAPXER2DhQkWG9RhDx85kpO6TMl/KI+REAYQURjcwLZIOIAe81xhZOpSVLhY0923hCl4VsEjYtKBkxfkJNmhI1CMmkKqw/o5kJYk1BYJLE5BmhGpJyzG5HiRY7fklyGV+vUVZhSiQNiUU0sOqwRSPqBtfVdNuFMgeKXFjLiWIlwjrMzTPa0wtCEbgG8lkRdcVSLEYEYjFUJnIIktytcE7zhhXKdmAq6E+QF+KqJlQdr3vFrdwj5EwWFck6hAb1XHL2NV7fsrKFrDZMp0QRhrqzdJzRnzxDjAN+DATjWD//BP3FT+HhAX70o0uJxtt0stKab0d7zJLTIElkTKUw5hK/X+/V2oz+Nc1703QZA1+v37/71Y75ypU/PFfBfOXKlT8tv2PD0m+qs3O+9OjFeHm9nxLTkDmeJaeyxoQJnRZKLqiSmbIktrfoqGjFCTn1MF6GSMTzxPm/v+TcfMqw+wy0pmZiYzKdT/DmkeXVka9eJB4Hg/YDdaiw/oQ+/U908xHND1bE1wfGsbDgkLZmnDTm9EA6HCjtjtK2TKcjD2x5of+SG/0FO7Pn3r/BmQmVFgSRudnR2BMRgx3OLNGwqiNleCQFgTMF7Q8spsKaCjefyUhyCqgUUDlSEEihWJRFR0+OCzokFtWwFEsWAiUFmzxQ2UhOEkqCnMgxE1RFaDa48wM+SZJ3LFGRlcTKxGEWLKlhzciSLUVCJReCEJhlwFMzao0uhUE0NOOR1HQMakd9/jk39Zco7VilI6hILgKjNGO21DaRuxtCZzgNmtXwEiFacl9IrWGuKkTlkM5DqugUjGbF7a3k2M+s+s9JzYr2fsWprCjGUdnIEtaosefmZmJMhRfzDaLpECuNDpGQKyorCY1m21XczJamOHSO0NQo4/HnhX4KtHWLvL1HffLJ5TTiXXCm9IslRl4RlaMuE6j66+Wh1EU0T0dP9+yXN+/9HtVNV65c+S25CuYrV6786fmOhiVyvojlD90APuA31dnev61zNpH+zUQ5LZiQWQXJGB1jqfn4s4ZlymSTKLMAY1mSoNIOtRxIpwHvC/0+0p8S3J7pzFfkm3sW1fB6lCznI/N/PfPq/52YvEaLAZHhYO8pc8tH5//Bxv8cug1D61Ak1DjSr3/Io1mzKolmfsTrDrlS9NUz5HpNWhZ8MShjacqesdTEoKnDnlX4Auaeumro1oXHfWAqHbvlJY1ZGOSanX958W92jiI1JQZ0f6ItZ5ZssTpTSkFZ8FQIsSCjp9YDJ/Wcspbs5JGyJMoU8NKSFwF6hVIKV8PiauSpx6eEKYEFSwwK6U9sSk9EoplQ6ciQdhyKRjjJOEsIgVY8USORjeNstlQqgt+jZOTeHaisROeJoBtySojkEeNAUfZSprB5Rvfc0r9smCeBOD3Q1ZkujCSrWDb3BLOjiT3INfb5Gm0UwRecBkmENy+xtxndZpTIhKx5OEnOXtEnmFNFtamQncHuVjSfWqoM26nHPlr06hbCCDkRhSYIwWnRhO0OWd1ie0GdR3T6bjuXr8XuuobhF9eC8RM+S5Kyv5CZfsfVjvnKlT8dV8F85cqVPz2/YGNRLunhr7uhvvufpl+ns6299F5ZGUmHE+EUkcYyRYm0GRsnljlwPq2pVgYfJVZITg+e3crD8YlDGUijZxwUT2mFawRdbdCPL6DfY+6eszweeflq4s3LluQs93cBqSD2C+mcGJXjxeov6V7+d0wOqJsNKivC44lx+wnn1wrECU/BFtj3lvHmE7q1Y3ea0KUgnUZYjX46sxre0JqINYll7qFSFOm4j19yCmvctEdmSTP2tPMTqnHEWaH9SO33rOIegUegGFbPsDpiokcWT8aCLZQ4oauIjeCzIOaG4nukDhg5QwLvbpnrLfV4YEkQMVRmIQdNyoKGEcVIQpCQeDSYCmkkejgic6aygVKtoNKoHNhVA1J6lujY3iu2P9C4ZSBtHNN5RCQYdIspiqwNxmWSBp8ixQe8MJi7T5EfWXI8Xd57fQvRkJYR7TKln7C6IYdM5TThNKCTwbU1dm3JCaaHHoZI0yTs3YYTDV63jKLmPGo26VLasFq11F6huwZyTRxmxnMiVgpZCeSzGuUM89NI6CXrW4uuftHOJRd9EbuVBvV2LfgF5gDLjMyCiCUfz6jkv3Nd/I7VTVeuXPkduArmK1eu/Hn4ho3Fbzbp79fp7HfZNBkmoo8kWyMlzAt4rziFGhEnwmkilA4pFZVQNPNr6kYyDQmpDFpnslbY84lsHWOvaVYb9NIj37xC7088fmmZHyaefyoRbU0qinwYaZiIyrB4TbQNAoHOAn17S5oL08sDZak5iC23axhLYX+WzDJTsmcsFbu8EMLIqn9g9JpFVmRruY1fUfkD8jRAEih/RJUzIkdSqNicv0SKBW2gSZ45Z4xRzGJL7Y+4FIBIdB0uvEKnzGAMQ76huIiTC66qyV4ifGF2NwgLIs/kGJEoRBGMXgMtVZ5JtoJaEmZLyAuRCo3HUzPZjzitf8C9/xKpelLdkJWnaEPqVqy3FWI4EsdE0VuK/IgyeygRWRlEKRgdScJw1N2lJKO+ZSma10fN8nDkPgeUD4SjY2x2SLGinAWb8QvCaodYr/E0nN4EhMh0nLHOctNp1pWnTgsvx45XQ8tdt1BuVuRPf0gtDXdrxTheYm2zuRikNHaDGtfw9AT3d/hUEVPEyHTJBuuEcgbVSGZRM3no3k3K+aCwWDbde7H7bi0sFo4HcBXZ1Ihy2ej9sg6+qx3zlSt/Oq6C+cqVK39e3hVt/ob8Kp2dEsiSyPOCdJY8XTLOr15dxMOygDOWnV1Y5GUKW9NAnSH6TF4CbhvJUZKWgFomdKPwQrOcJ8xyhMOB5Av8rLA6Pl0EZrnB55ocYD0/IvSWr44OoQVGeMoo0U3h3N4gjhPtMrAsAalHVFuzUgW1POH3LWI5Q/iKqTKkKBFCQAy0p1eocqYgaJ6+oi4jffsRlbH0smNMmkZZzLyAnpnRl3KJGDFC4FWDSjNhimQDT/kGJyNSZoS8lFZoLUjRE4IiRqAImmVgrht83aLDhDrPhCkjo0ZJTcARpaZxPSppet8yo+nre7pa4E0kpBpVF87mhkkXOhGZ1BonCkJL1JIQ2iK0IJxmcBKpBL7ecPSKN1PH9DQSmoJ63lFCYH6aGelozQ1ZLnhdYZNAPz4gl5FzuyJ+9gPUOFOZM7tGkI1lGw8ooSFWqKXG7ixpMkinkIz484L3gnp7acIzBqxKEDJGSnzW1D/8EcRAenjETxZjFT5qKpNQdfX1pD7D+wF/X4f428Ji1TQ4p74pdr0HBLQrwgxVBcoq4Jd38P0O1U1Xrlz5HbgK5itXrvyT5Lt0tlLgTGaeM3ol8R4eHy81zaW8FRajpNYFYzKuvjQFNre3TPuJVj+iHt6AlJhFkXOEsUcLQfaJXDwqZ7IHQaZIQTj1RFkxxYIJgfm0IOUj3VBo64V1nAlZ008diBtuNpnAxOADttKIvFD1E9PcgOwxpVB8jxgjicR9fIFIiYqJJDRZSHReMHmkjBPz6hZtJa5fKCEScsb0M1lZgpI0IkHJiJJACYwKMD0RkyJIhSseJRWTXLGkGrtMMA+XKuT6Bl0i9nyk2MLQbnHzidE7pKmIaSAnQ6dHEIp99YyjXjFGQ6y3tOoVm/iIFBFVZnQ68KSfk6SlnQtDnjF1Q7YBt3Os1ETqM8NXPb7aca6eM0+RZT5gKomua754pdnzjEa/xtwoJhzJn1jpAK1CREk+JfpYoY4Tt40nNzXtJ2uMEbRDjX71BctTIdgfMaWAw9EIQ3Qdy1RQ5wFz71iGiHvbJCoOmXor8cIxmRr7o/+N9LOfEw8PlCmjncM9v4H7+7djJCXvpl5/o2Tig8Liulbvxa5KyGW5/L3N7xPSX/NLOvh+x+qmK1eu/JZcl9KVK1f+WVG3kmAl+8dMCIp5fi9aqgqEy7x+I6i15NM6E0MmiIriClWV4TCgVmuqRrOcZvJ+ROVMQpNrjXIVxIxea5ZQGMKZZv+IMFvKeMbvz/igOHPDposoCbJ/xE8nbDzjMayGA02cyWXNWN8whIp5hPX8gG0UZ7PCjq+IzpKGmXWTEF1LPfdU4wOKmTk6lgjZZcy24iY/YSdPDAWPQqaAQoGAIgopQdQ1pVnj1EJeBB7Lm3KH0A5WFSoWyhIYvaMg8V1LoOY2zFT+iBSCPq/onaNSCysmzqLiJO9pNopQLD2GSWqcKPgFMKBFJjQbZtOhtcY6Ad4zVhvqSmPEQPXRPbLO9C8G+ijhxRnZCeq7W0IxyL5nWRZc8yV1VTBPX9HoTEAiQ0+tFqg+xrsNJQrK40jpF8xPbtncVhQnESkghsg4RIJuSccR+/EtazWRYmaiRq8VpEAaF1oGrIyM2VJtJXWXqZaJaZ7wC8T1LeGzW0yVaTt5Eafvgi1nMuoXa4g/KCzW6gOx22eYMqKWVNV3iN1f0cH3O1Q3Xbly5bfkKpivXLny/eH9uLPf+X987RTtznE+TMR4qWHebi9vC5AGj31WMxRFzOAqSec8+fAaqSXcPYN5RleCWs6M/cRSBMo6ctcxLpGswJWBZRxZYiGMPXJ8ifY9xVq+sv8HnYuUPPMQ7xhDR/3l/03pX3Nc/5hefsxWn2jTzMNQ87P5I3yamZbARsyoMtFypjmfcWVEozAyoJnJ3iOEphDpVE+Xv+T82KDnEyoHGo5oAgNbipWkpPG5QptEpRPCDyStqNJMVjDaHzI3d1QMl3HTSGhqRErYNCNV5ihusC7gs+Mod7xW95g4IPyMNf7ie72AyIle3xKrBlcOHNIGUzlMeiRLQ0+Lk4Wb8oTVGS8V4pyZqw6xSPYnQXmYKMYS2i2r1aV+OtWCXLU8PWZKTDRiIL15YHEKVRJSzbDS6P0rSsqIocc6xaraUw+w2rWUCZ6+nODVC8Q0Iz+6vehPYynasvYj3dKTVncUpVkhcBbOsUZZ2N28LY+wNd30mqQF+fk9bnM5udDV2wCcprdmyhMhO6pGoj6M5W8VFn8tdp0kc6lZvpRhfIvfoIPvt6xuunLlym/BVTBfuXLlz0+M78+Uv8OC67dFtjWuDXR+ouwsdStRIlMWT77T5FXNFKCqFFvn2OUXjGXCN7vLWOLHB8Q4U5mCsgsHeUOJgSUb0DXp3GPChDGFacw8LWvU00S7eIbNc1QjqFaWQ295dapxIbPZ/AUDnn40zJXhVfUxz+SRMs50h58RhGVX9ezUkVIUAy07+xoXE24+s8tfEJPkZFrUeEJksNpTjSd0ckxBM0eJJaOJ1PSk0lFUQeWEzB4dF7JwZOeIJROSY5UPrP1ALT067In+knE/1fckJDpMzLLmhfgBq9IzqhVivYYBTnHF3fwGmQbsnMhSULmG3jUUX4jC0aiEEYXBQz2/RtQ1/XaFDB718gmxaag+27GfHOLwwOb8BkohqZYSLGWVWO4+IU0LynhIGXE60s6P5KioG4HynuW1IVSKlAty1dF2AiTo8575bNj3luWnT/iDRwiLnjXutmY17TnvI0sUKGvohUcf3+DKyHz7Ebq5TEL/unQ4pctjKZASda2+HjZiDEghyeeBOCWUyNR3DmR1ieecf7ltolWo1dsOPq4dfFeufN+4CuYrV678eYkRTqfL44ddS7/HbF9pNaVbI5aJtVrwc0HVgrKqkVVNEppKXRJ2rrOofaQ2kSAKY7Akd0cej8RaUTrHygRWtxX6k4rDTxcGMrKt6VIgZ42Imnxzy/wQMGFiV14yx+cM4g6fI7pAaDcs44zOsObI8djSM+FVS+MPOJ3ZmjO78ISXltmtUAOYtCDyTPEjQioaCklJBtXQhDOjcpxzc/lVlktZgWeFIlHJADFfhLRYUGUhSMfYPEOJTHV8iV48xavLQJIAWkIlR3R8w2PcoOKI1y0qTqATjUl00+eUDEdWgCBgeKaesCzcxi+5jSe8qqiYcMOZ3u0YcwPrilUnqU2POuzxUTKt/pJ0TngVkasb/PyIOh0YvSG5FtPukDlR5hGdC4VIYwvdrUROB+IoCEUynQaSaal3mq2aqasKJRLnuYG95jxDVdeI9gZVFsaDp8SA6iRWS6LbYG/XCAQhKTic2H7UcfcXjq5J6JIhycso6x78ksl+QdYOaRRaQ1oi6djDHHHPttQuo+MMx+NFTd/dXZT3L4vnawfflSvfW66C+cqVK39epuntpJEPxMDvOdtXKag7zaHvqLoG32fGIjGVQpbEfL40Za02iraTEDt0jDRz4OGcWBaB3D1DPrfY6YB+ek2uNcsQCHNEtTV5VAQVMGvBczMzLFuK9IwnT3gcKOeXeLFlpzzr5SXyGClR0OsV9/4F0q8YRzCcuFkOOLmgVQYx0clINT+RlkBcZowJBGNRfsGUPYu9RxGR88JoOoTIqBIoFDw1PRsMno/iAetHNJKIJdQ1waxIwoJMuCIxCjyFJjxRcmbWG7IyyHlimx9JWXATX4C4Ja13hCVSTXu8atiyEJSkaIeQilpBJT2nlGnahFGCXv6Ik9jSxBPqbotSiTyNTO0959QRnxJuGGibHn/zCaO9RbeKEDrCJGizxU+JEBRHNggpsMsB0yrIlikKhmBJKeGsRM4L/WOGTz/h5k7S//QBP0baWhB0i2+2WCeoy0vCoWeUHd1P7pFjpsTIs59sae474otXtPKBrZDQX0qFYpaczoX85oCWGaMhR0OQ9q3byYRsAnJbo27fZoNTexG9y3IRvb9q83ft4Lty5XvLdfVduXLlz8cfcbbvanW5bBgUzUbhx8jydCaNC5JMu5bcOocz9muxHh5mqjvLykmyUJQCLFvIE7PpmIKAOpEnjzq+YhygU55Hrzn2Euk1KvXMIVP5J6zMJFeR5gUx9SjdUc+PSGa2KaKUo/IHjA7EIGjDCSMjVZ5xKTNFgxIRmz0hwDnVCFEDkroMQAEpMBJCUkQkkkRBMNHQx4VKgs8G79YUa2jFRBnOiDizFI3MGaMTtYgMWHScqDmSSmHR95xZY5cjq3TifCysVKYS/tJAR6FIy6QcL/QP8O5ME0+Uqia1K8TKEVefMD0Wbs+vUK/+X7QSCCOpUuLAmmwkT4NjpZ5Q05kCjNsfEvqMHzxpMlA7liLog0MLwU5kSnfDZLZkPeFevaFo0E2LdoaU4OWjQbcKteloD3v8QfBQP6dSiawVsqrxlWIcJOmrESlAdTvEZoPtNC7UpC++JN1VqO0ajGF68pSHJ9z0BOsttA0qZ1SYWJ4WvE50K6C27+P1XWGxlL9ZLF87+K5c+V5yFcxXrlz58/FHnO2rNTx/fvFgns4RM58wKpJ3FmUkXZvp9HQZS6wUCYXPGp1mSnSMXtIfM/5ppLjnJLfDLyM3eiL4gCBQLRPLHCn7hJo0QgpIoOczgoVYavTpiMhnknNEballz5AqQshs0iNtPhGVxmuFyQKdIywzKkWkXJGUJueCTQuNjATpyDkQhGUxNT1bLJ5FSmYMGo8is+OJkgsjFdE4VAw4vZCFxJ0fqPJIkY6AQPmAtp6qBEavmYJiyRW5zjSlR6eRWASbvNDEiaQsVRYsokJYmGRCKMWcG7ypCGZDVTfUm5qNGIhTj55OqGWGtoIiEcuMkUeUUeDExbfYCuIM6TQgiyavt6AUU1BYVbhVA27l2CwTSjqG7hbRbrkRZ4QfWSrFqi3IlBCnV5xebijrLa2ORD+RphnlFkTVMKg1fZmJGDZyYvXJFvUXz0hC0/fQFqBAzgLFZW/nzzNKpotYdu4yEccacBV6OOH3J9LmOeq7Sid+21i+dvBdufK94iqYr1y58ufjjzHb9wOnjapSfPop9C8m+hBZdE2+2BGTUEzU1POENoLsA+V4JCfP6Qj9YhBG4zYtaXfPkhv2fYtugVNB339Mmp/wocfbCB7i7BG7Z1TDCflmT3v+KaEIfm6f08aFVXxNLImzuQcdcf5EkYKoHLOqCLGhzpIKjxQKLQuSRC/WOBUQMtOzpcSCLoFZV7gy473kFFdoVYjGklMkpomz2FC7hMsTIgSaPDCVljQncolY6ZFNS44wJsOYa4RMlFwwMkMOF+/pUpDqYhtHnpApAAKtNdoGVHlJSBX4S/34WW6YHgs5TYjwQHU+YpPHuUSuDHNRyBDQYSbPJ5wzaOPQypO1wk+S4+ojVLfGiQd2vKT+4ZaT2CCXQHyw2LzQiAHZ1qS7e+z5gZs64dYOimAxLX2wlOOCdA3NZzdUbNkvknZZyNqQiyf5wBIkXdPg6ov14NgnxNNMff8MuekgJfK0wDBentc1pHgRyylBjEirLj7Ztr5M7vtDxPKVK1e+N1wF85UrV/58vJvt2/fgHKlcSiG+PoX+bZwBfonThraWlVmInUWmy+2M4WtngxAl6+UNUgqEEIynTP/kIU/omw5hLdaf2c0PpD4h+ifc8ER/9thhj5wHFtmSRKJpI1KNCKEZ1IalEkzR8CTv8HEgzYESPSdlqGXBKY9PhiHVNNpjXcZT0c9rtAoYlZAyMdgds1KXBjxfEFEiSkCLQlAN0SqUKAgpKFVNFx/I3qCVQJWFKvTMSTCPitxofH2DCBIbD+RSEJUjpExBUDmIU2aOCi8kCMXoVgghkT4wy5apODp6jIjkMBNNgygFGSZms2GlPOiInBTzONPEhQd9y43pMSlgw0RSmlWamKcE3XN8tUUsE9GuKbXG3t+y2xbuds9ZxwfkpsaIhpcvMm5zT/ZP6KGnlQNnWVFcg1oJpNOEqiG6j7Dnnjb3TKXG3q2pvUC+OnF+kznXa/Qycju/wO0l8cki1MJgG7ww9IfAs4+fUzZbEAlpFzgX8qp5G5sFmvbrDV/OAjDIHL87Pq8uF1eu/JPmKpivXLny5yNGiJF46JnOT3hRkW2FrBxWZ+pOo38TZ4Bf5bQxjkynRFH2G72D70685xcD09Oe+nbF4gVfvDEsfcFMPfrwCKGh2lTkYWEd9xTfU25uUMVx/vwF4tBTxh5Xtwhn0WlhkTXT7ZY2HAmDxvaenBW+2RFDRC8zJi809BQ/I8WCRaIMJGEY644Ve4SPJFMjlGEpCukteh4ISJStKRniUlAq0CiICfS8kJ1irJ4hw4xJy6XnTLREA5Uo1PMBWRITFTZG5lJhswciNi5k6xBZE6NCGokUIOQlO7x4xRItRhVu5J4SZxbTMKcWIxOTtMztDVWtaMojzBGlE7u8R4WMLpcR5MW1VHIhZs0sLfV8xMpAsRfxuwk/ZZM0m6TI3YocC3pVuP0/n2HOEvEyMOvEbAVFVohck/VCtJpQNGFK2Lah/WhD/HLg+JQQVqFaR6UFx3NhW3k6mRlVS4k1lS/Y8Q26aNLmjuRaTidoW4U0DmUNccmoivfZ4reBFIZEtalRtbq6XFy58s+Qq2C+cuXKn4e3IjfOkZPekdyCSTNmOZGjZuruCHSs0b/+H6pf4bSRjj3+vGBuG+Bb2b2UMKc3jG96pmPEj5E0VMSzx9mCiIH4j/+DVzc/QhvNbW0QCBSFzQ+39D9/zjiBTS+RNeTtinSUBCMxaGa9wy8J0xrspqbye+w4UMIRnRP9orHFsqkXbJnI2eLdDU5KxlBhnWY2LQ0LqzSxSMmJhqAso1tRiZHDYJFCXMSqWWFkRglJypeaX7vMDMVi8GjjkMJj80wsimAbUvLEXNBCYPNEyIJFVZzEGq0DisJRrFA5sRJnlLYk4yiqQilLSSBSQpfhMnq7USi90IqEMga5sqyChCmyYJhXDcFoRI5kt6ExHqtH9PoO98kW+/BExQlTrWidQs4CYS2CguofqY8vaGyk3GpM7Xg8KWxTY3d3iPHMMWg8lnlS3H2i2N4VfFI89BXLLCntHdjImp5nG4t9/n/hXyWmpEjOkboVJl9GdbdN5niE8xmaRpGxhPNEnAXVtkJKRU4XJziVPfWzFrr66nJx5co/Q66r98qVK38e3orciZpEotpKKBUIgfILdauZ0L/eVe67nDY+qGPOribHEdOfYLP+xpF47Cf8z9+w30vEWlD0CjUf2B6+RMpMMg7x+oimor7viEuiXkbc+AZdSX60PtN/mlm0JhlFqsBYyd5tOE6C8njEUyMbg2sMZgnY0DOlfKnjpSbamtou9LTYNNAtR9AbjuaWUWSEVFR+QS4zITWc9I653tGKEaUKpW04pIYNe96UO3ZxT6tmWjFg00wUhojEkQkLCFk4ssGqRAoCVSwICCUzuw25spQpoPPMJFtS0QRjkSKinaRkSaMFY9Is0kFlMKJCSUPJGSEUJQR8XWMryco/EbNDrFtQhqxrVJWJo0eFGRdmispQN+TR42RE7Xbk5z9Clj2r/iX53JPvPyE5DSPI7ZrtreFGaaqfJx6PioEV1d0a1+9RESoXaVaG46hYRCELw/azmpqZVAShzCztLaXqMM8S1p9o2kLVKPxiMUvPsF+TgeIsupOIlaWczsQJlvUatRREyVR46p1Gd/XV5eLKlX+mXAXzlStX/vS8FbmpSPzjGZM9TG/FhbVgLPgF6xqWRf1qJ64PnTbe1TF7//X3pU/Ic09eJJxP5HaDXLUUIRl+vicMiegaVq3B74+s4oFZCmRdIUtBmEh59QXpaNhXNyA9rToR1Y56U+FU4BgawhCIdSGUjvNBkU57rPR0jJhSCL2jHPbY6cwsW2K1Zig1dhkYc8GqSLQtLo2s5QlfJHPqOOeKmNfs8ohjYSeeOKeCSoW8qtHrNTfnA/Xc84yXkApkgS6FoBxFFwqCXlaQPbkIzs0OFwZW6UCiUHRNLoaiHaVeEWVgOWeqMhGNI0vPYlY8tLuL44Qw2P6MFpesrK0rcsiM3hCEJLqWtPmIKUW0PmFVIYdIaxOhKqQxcI6GauqJTcYqgT3+HGshF4NcXiLGhblrkXOiKicUIDdbpNQUuaa24Gyk/v9+wvpV5s2XHp8VtYuwdig/kcaCtppu2zKNnvlscT+4pSBo88yxNCzHjPNnaj2ibIPXDVpFOE3EJVLft/g5UpaCtoL2L54xDQkrAq2JSKtRzXdkkK8uF1eu/LPiKpivXLnyp+dtXWcePWXOyNaAetuJN80Xwesckkwp6lc7cb1z2vAehuEixo25HIUfDqj9HnkqHOxzlEyUr75ENDVLtUMIBzf3uOMZkwVxHmm2lhhhmRLp6YnpDH58hZWJpeuJu8LcJIKRqHXNyhwJVeb05ojaP+GrHW1w5CZSI3hTWnKMRBxaKUKRKCto6kyVPcdQ47WnSQcIkVIyyVQIJKqMPDdnktQM8o6JhtX4QBVGxuoOVjVJW5Q2BF3hk2NrT6T2jqFUlGmmkkewgoTATBmfEjaeqNWMJKAJ9KFirnZQBH5ucI1ApImnecNZ3SGbirU8IZzDioVVGok1qKrDrR2HpeUx1Jh8opMzzhwow8xp90POfEYrJPbwmslDTh6znFmpitw15HWHLIn0OFDWkkpFvKwxQ8BIR5CWgKFZRlSyaFMhXESGSFoK1AP3dzVbOeFPM6dTJNcOva3wp4UpK1qbeLaeeTlXvDrVdG7GThN1WojHgbKM+LuGdB5Z2YKyktFW2FqTpYbtGrnOIC5xa20iTSBFQTl9Lbe4cuV/Aa4r/MqVK3963gpcGQOibsniYvV2qTtW0A8XD1zkr3fieue08fr1RSRX1UU0Hw6XGuksyNoRiyQLTaVn8uHAOSloGtbbG+x4hNMBES9CfdUmzm+eOLxZmJKmUwXqinV4ohwVe3aUuFCeBsRKUVUZ88OOMVnSXNFMGX8UCKsQXuNPBWEkD/ZH2O0Nt/ElN/EV+TxRqElZMftyGf1sDF/G50zVPZ+W/06RFYPbUPYnKjlTACkyLSeiF4zyDlccp3xL0RrKRAmRgMYaS5ENJSRKykAi4WnLhI2BGUMi03CmToHoNZP2BH3Dg/6ERWVE3eJaiGZHJRdy0SxdTRfPRLtCiIUqnmlVhram4cR8FIgbg14GvA+cmo+ol4KrL02EzBkxJtR6i+VEOZ9Iw8KcHS7sidUWX+64ja+wq4b47IfYKmCYYeyJe8cpbZjPM/6Lryhtg5OFyr+hlQ2qrVGVIe06Xs9b0nqNEI/cHDyjG9BaUJoV2/4r5DqRYwYn0FZhWChPPbn9FNOtWIYFt2pQWsBpuFjIGUsUlqAzefDIcELtfsUI9w9KhK5Z5ytX/mlyFcxXrlz581AKSoGVsMzf0hECEOXixLX6DTSGtRdB8q6eeVngiy9gWZiqG6hqbuMer1p8syZEgx4XdBY4azG7Ffn/+Qo1Raa9Rc0D89MZEWCz1rQqIpcRk3sqbTgPBQ6Rc9Lw6Ya2viG0DQhBWFrSccGsIkwj3dMLZhwxFGRlWA8n1v6BEDPF1FSNY0kK4QVJGpaoqOSEzY+cxYqoOpZgsXIBFoS0JDTWSMR0pO4TSgm83dDmI6kI6nxEEUnGoP1CEZkHccMdTygKF+lpaZlxZBZayIqYCzJFZJqRlWE2G6SWyGZFtYoQzwyhpd5UaF0hpcXPEXV8ia0UeXuLfwqoZcb1b5CmwkwDvt0Q755RlxFdZopdoeJM/fRT1HzCywqPoxOCrCRpSQyDwk2RZjzi7xTaVMi1YDxGpsdIev2EEIU6nbGritQPHJPC//Ce+6YFI1BKsZKJ0kksG9z4PyFV6LtbulWN/GmBQ499vkXViuU4MidJVSuyrRhniRWFWgc4jZe4Wq0I/rKny0UhRI08T9gwUT/rvqmZf4nV4TUjfeXKPz2+lyv2888/52//9m+5ubkBYLvd8nd/93d/9GuvXLnyJyLni3AQgtpPBCzLJNEqI5MnS0PIDi0zdf0bZOTeCZHT6WKu/NauLnVb/KRh3CNEovlsg9OKVFeohwlxU0PfoxvDtN7h+z0zhhINsRicnvAZwhyxZaa2kTJ77LDQx4pF1oxftdhNTXdrSNrQnyF6QSMT8mbFp3NEGMMpaHTQWOFozkdEjgzrH1D7M1VYcGXE64rFdLTZM6uaMVjqMtJxIrWSMEvIiVXqEdoSZEUpl/kZqg5008ToBUoUTKURSRJzpioekyYAFhwjHYZIxxdIJBhDjBIUaAKjh2AuLiMnu6VMAyt/QCvPqvKILDiEFYhCeBqRrJhlh5gCrcy4VpKdRuqM755TpSOnQ2JSkY1dyErjdYWcM+oYOVWO7NZME6xSoBYLbXok6IpUZsq5Z9A7IppSLLlucKdHjD9fzFaiI25+QHg8Mf63R2bRsv3RlkYF8DNnlVE+EV3HMazZzp7sPWH1jK7SrG8EiIQeegb5Mepui4ySskx09Yg+BzgfQVliLDyea3Sl3zvHSct8XAimYb1TFy38q6wOQ4D1r8hIX7ly5XvH9261fv755/zkJz/h7//+7/nX//pfA/DXf/3X/PVf/zV///d//0e79sqVK78lv88x87vmPmvR3rOWnmmM+EUQbY2wlspBvZXf0BTfvuXXz4tE5XwRIDc3MM/E88gp1Rz2C+7xNarSIDvsOqBqTeWgVzWGHhE84oc/glSxGntOxzPerFBCk4vmxJp2s0WaBf30Gm8cS/ucHDM1C7Pc4YcFaSOi3lGnhXQYKQ8jZtjzWT2xiDdMRRLkjF6vEMHj5EIpGZU8RRSMyKzMwuI1IQhcGmn2DwgjiHaLloJQIojCUBq8aNBGQganCs5lfNPxwC0qR+rxFVponkKDWc4sGAKGigkDTDQkZqpwwqDwuUaXhVpoPpGvOVnJF3aHmBJ6PlEkqDQyC0uua1Z5QghPJSd8f0TEhVr1iLYmeEUpPT0tVT5zt5xRVrKqLIjEPjlO3GBFxJTEYBQmQvSFWCLKBYyBMHvM42smYTFJUMkFEdbY5Uz0gWUUPFlFFAZnWqT3LC+emFtDXFWE04xPE8pIclPTNR02n/HnTHvXsqoNIi+odYvKArm6Y7XVbOaR4dATfY1YGaSyZGU4vZ4QObC7X6PUJTiVkahSmHxmmtTF1eVXWB0yTfx6+5crV658n/jeCea/+Zu/4cc//vHXghfg7/7u7/jJT37CP/zDP/BXf/VXf5Rrr1y58hvyhzhmfld3/FY06CbR5fx+0t8yoVY1OPWdt/zQGENKkCHiXp6p04juamIol+av8xtsckglmKkYjgp5XGjNCbHdErCkUtNUiZgc9ae3+BeRemU4TwUzTLhpz1K1pBBZAvTuY7bxETn1qNrRrgVG99iwkKjYPJccR83wFNg8/Zxse1gLUnuHdIJbNZGjYmjuEDGzFIfRFq8UTVXIC8yjQOaZdT4gckR4mChEBEIJSlYYEYlGsssnhmRww8BUOVxt2DSG8yERi2Sde3xegVBM7o5T2fJs+R9seQQyGigUFJlSoCDZxD3LrBldx0Y9ka0kNffEaeRlakm+o00zc/FIn8nDgTY+YXJhqWvEnIm7jhShm19S8gyVQXrPUa6pxgNi/5qYW5S2NHnAk8irNWm6TET0i0DPgby5Jz/7lG5jMcOemBLFjERrGbwgJDAE8jzQuImFQAwt09OIDYkkDO6mphQJo6RKZxSJYBweS49FDx4znVE3a5QWOBFQ0wG1WTFtbvBBkJIiZ4Goa27UhI4T8Fbwvh17bSvJskDjEurbVocfYu0lmH+l/cuVK1e+T3yvBPPhcOAf/uEf+Df/5t984/s//vGPvy6t+GWi9/e59sqVK78hf8hj5rq+XPNuKprWqJxRfoJ3zgPfccucL/1883x5yaaNyOHAMhaCqliHwhQVJWTctCeoNefFILSmqjJ+LvT7SNSWAcE6wLHaMrk11ToRadFPZ3ZPD4RGU4pgb26xZaJiwmlFP25o/JmUEtO5Ig89oV5xGhzVskeGgB6e6OZXIBVlySi9UJlIXWd6LWjOjwhgan5ECQIJJCeZp8xQCpbIG3lHmx6p45FUZnQprMseoxNBjOxVjdAKE2CkoplGGgYYJ/JUkHnB64ogW6KqeJAfMcSKAqyWMzsOZBRBrmhyT6cGorIUYVB+oFkeiVVHw4gQlgOGc2jROaDzRJMeKMYQgkJIxeBaknJk1SE8ECL1fAQrsUK//X0VZrFlF18iSuFkKtJ4oJkP7EWL1BcvaEfgTE2sP+N50zAZx6ldscgV5fEN+tDTx5ZqpcnnBaEOTJ3FLT3aKkpZcQgrqmcdOVvuPnFUqTC+6nnMW6woiDCjmwrh7li+/IrwYma38ah5gapCf3xP5/TlJENb0jBfft/awuKhThfB+3bstTSKskCO+XLi8cu6VaW8DDX5lfYvV65c+T7xvRLM//AP/wDAv/yX//IXfvbjH//465//oa+9cuXKb8gf8phZ64vA/jVT0b59y3G8PG63by89TKxERj1bs0yFPgfSNH5t9yUWSLbGBk8cI9OkWNQtrbVUrrB2Cb2qCNIiLZcGwI8/xljL+QFyslAK/V5QpEA2Auk64vqOpd4w9wGZIs18Rj69ILcVjVpQuUesVpg7h1YCuYyUfiKXyCQ3OB1xBpwryKWQl4VlkSyxAgkqLUyx5lg62nJgHZ5IrkbmQsgWrxqED5AiFM2kGlbSY85nYhIkX9AycdYdg1ix48yu7KlMy938mjWP1AwEWmIGIxJjtUbkTJ16phSo/Ik0PaBNYYwFf0yoEtmsFrKpeIrPWPs9wW3JpkH4GSUuw1HEeML2J2JTYf2CUgJZr1Crmjk7ntQN6/BIoyWqrcEV4DKmO+KwaSRVn3LfOLLW9HOFaRTbZc8yvmF81VNUQxYdSRiMzIihx2dojw9M7ZZk7xHGIbsVdmdxi2fua9TTRNGG6D1xf8TmmaLf2hqOZ+iaS8C9zRArBWpdI3NAPM1kcdncEcI3xl6/TTQjtXy/mfwuQfz1C3+V/cuVK1e+T3yvBPPnn3/+S3/2ronvcDiw3W7/YNcuy8KyLF8/P51Ov8UnvnLlfyG+a6Leh/wux8y/Zirat2+Z0kWfGPP2lirhDwvptkaVgg4zS6oQacYoQdrekvaBxsDYGx6fBINdg11Rh4WtOYOwNGvFMMHhMXGjEmO9JYkRZ87QgHp6Q0gL0zlRL5Hl7kfMzWfY1oDL2OUJ9eolwc/M6xtsVyM+KnjfolvFrBWjAp0PxBJJjUSEM8HoS7Jx7GGe6GXHJBVCZ2ya0ChC0+CXmigdUmlSLKzlmbAYcpyhZJyZKBmUmBk9CGasUFhVEDqi/AmZRtYOapeppwXjA4ZIIaLxCCkvvsJhxsSBiQ1BVETtkGmkPX7BktcIpbmfnph8y5grBlUjsuJU7tiFr3juX5DmR45iQ4gar5+jlxPt0wPT6gYaRUBBe4uMI+ulh5LpU3tp9kwQdUVqb8h3n9GvDUVIhJFs2FObmUFaxDRhLMg3MyaOyFVL+PiHRNWi8+Hi1FE8qr5kiIfzZWT4Um3Qq5nhyTOfFcSFyiaau5a2FuRmQ3IGtbz3A38Xq2q7xoaJZT+hdIBymVD4boPnp8sflf2g5OjDzeU73makr9nlK1f+6fC9EsyPj4/Ae4H7Ie+E7tPT03cK5t/12v/wH/4D//7f//vf/UNfufK/Ch8WDn8Xv88x8y+ZivbtW757/k4wSzK5ZDISVdXIaUa+eUPJkG1FRhLymZAEua2oakedB/AH6h786jmlq8k+0Ikzh1Ew9keevpxxP3tNsxxY1jfousYenrCv9+TDyJQfqJoVY/0ZqWnZpEe4uSVsfkC1nDieBZuUkSWy/PwVxUf0akUsmig0TszItiahmbzl7D5Cx545O45Ly1bsmWlJUbBiT1aOrCxLtnQM6BSQacGXHSs7s8kHpjAggicDHT1BKKx0JBMxruHgWzbxSJ56rJhIVEQ8ioh2Cl1rXDqypMu48soVptbQxB45n6lzz4ENUsKsGkQM1GSeqk8w0VMNj5xFh40joVhO+oat2rMMC0UoltUtvijsPGIqTYiZcVJo4dBW8Trec5paGk4E7ajvO1Y/eM6pOCa/8Kl+gVGJPjXkPIIx9LEiz4VVEdR6wYxHhAksrsabW1S75dxL7jcTDIJTypwmia477LPEeieopSaoiiwios3kzQ15rVCHN3A8wrNn7wNSa+r7jpAEk3TY7eX3kWPGzwnt1Ht9/O2So3cZ5w8y0leuXPmnw/dKMP/kJz/5pT87HA7Adwvi3+faf/fv/h3/9t/+26+fn04nfvCDH/wGn/bKlf/FkH/6Y+Zv3/Ibz0nkkCAXJBeHjCw10hmUlqSjR809Yc74do2tDXNoYJ5pwhGzuaVvbslaIt2IPk6I/cThZU+/T8ziFhpDHXpyP7CMiboqRDUT5cBKP2Jmyev9loOsqOsKOc6EF2+Y7C1gqfcT6nHEyYhZJljtsI3GuoLnltdTx17uoEzs2q/Qc2CYWtI4kPBoHaiIRAxaZkqcwSh8rAnFspIj67RHJU/KDovAMeKYmcoakRKlnxidQ4vIanpDcZZkaxIblqjYiBOlcix1ixl7qDWpOFReyEvE5APGD0Rj2S5P4AVWCLyuMTmxy3sOeoeYzkyq47j+FB1GlMgI7VjnnqO94+BuWYmJJWoIiipMLBiG5hlzcRzFmpPbEeWGe/8lWi6kYULJQKkdSVpYwXLOTMmSbj8j5hbdPxEjeCcZDwK5Npxv/5Lb24r6rmEKifNiubWe/pTx3iNNjbXQ6oK2FVYplmNgKjWVVpcQXq9hv4e+v4jbt4Gng2d965hEw/LWm1mUTF1L6sqhqQH9G5ccXbly5Z8G36sV+6/+1b8CLpngb/Pue9+VXf59rnXO4d4duV25cuWXo/70x8zfvuVl0Elk2U9osRCnTF0m1HGA9Zq4ZNyzHXUNJ23x/+0R4SOyWsE4Ir/4ClUpzPM1Mkf04YFyf0+qOoYXM6E4xKef8Kx5SRjWhNFiJshDYNQa6grtKqqiyTEj9q8Jp5E31ZYbfSB+9RrzeKDuJlrVU50fGIvijCP3gVoHKpsQmzX5uEA/sOkfccsTTmUmueLGnckpYfoARpBEg4wLKRZW+YQrEZESKgYUE0pHgmwotiKMEQckNElohryiC3s2+StqWUPMzLZGFYmXFbJ1zKKicQGdJoSMLKJCKQW6YcUZE0cG0RKKxqpELAVUhXaWg1zRnV/QaliAT/VXOCFYbM0pWk6io6k8SkBeAmYFy3bHfJ7ougZpOg7pnsOoOcWK1VazVrAyEvon5jcvkbtbQoQ5j4xthZoPlPUNlfBoH1ho8aFGiIUoNCoKtJ8xrmW1s9zqxFllTrNlnjO2EqgwsWoEek7AZXKOrhRDqmnfHXZIC6vVJQBj/Ibg1cbQjSNNFckri9QSJTL4CU4fNL/+mpKjK1eu/NPheyWYf/zjHwPwj//4j7/ws88///xXulz8PtdeuXLlN+TPcMz8jVvKSBVO+DlyzJaqkdhakg6PxJ+9RBpFfdehS2CdD5xqS77dUXwh7o+spjfE9ceUbsvsC3Z4RNaF4fWa6RxZbxXRVYSDZCVOJFcY+orTsmZXTXD7MTLvUD//gjcPmsfqE3I5I16/xoz/SLV/SR9XVPOByp0gFaxQpGUkJok6e7wvxMlTHh9poqWgaOdHstKEGGjqQGwNMhZkyRwnww1nlM6UYph0RUmBwkJLYkyOWXXYEi/T/RAkDLokVElgDDpHTDpxYIt2GvHsFr0suLwnmR3j+ZFm2JNQlzpmkcm6pjUzOgeGqiXMjjq/Iayeg7NYFbhNR4QqTCkjK8dGPqGVY3DP8OKGJRi8mLFlBiHJdYMMnqQscrXhvPqYdPAX/+m24q49Y3TFOX6G9T3jCMlkegyqKEwvaTFU9ytSkYgXr7HiRLuxzJNFtx1NJfno4xmzFUiRcLVAtZLzIBFR8ezHK/wYCecROQdkhlzVzKJGCP11yfLXtT+bzfvn7wTv4QDThGrby+YCgF/R/PpLSo6uXLnyT4fvlWDebrf81V/9Ff/5P//nb0zn+/zzzzkcDvzN3/zNH+XaK1eu/Ib8GY6Zv3HLhwl8pL6pcW/1S1aOsnuG0w/U/oSOBuYZbRWbH98RhpZ0PFNsQ2o/JtLgXx+pGi7i++cHlpcrXG0o1qFXhuPGkl7NWBZUHMg5oCtHVpLTMfPwuqGPgrieyQuo8x6Oe2ZvCEIzFZjGHbWa6cITk6851Xe44Lnzj9Rf/lfE0NO4lnn3EdiKOWn0eELGiVxfXCdiLLR2omR7aRZUFUVoilnQqRBEwYuWFAuLUlQIEgJNRrJwk2eSrZmVo81ntl1E7TTyxpKjRr54hU0CIwrFrhBaYoRhShahLFEYohG0aUAw42VFqVtELQmLJIeRgkatKrbxTNQVjzf/O+e0IgnFYluO3kCKBAwPeYdeVWzyA0ueGE6B2masFkQ/AprRdIQYWVeGh+1f0laJaHc8TAL71ZeITlB3gkHc4hvFTS2p04Bv1zgUymbcZ89R64q8P5PWdxe7t5RoO0G1trhtzXR0hNdcdmNVh1MXffx1T+u3T0yUumSaDwd49eoSfCFcLvgw9q8ey1eu/LPke+dp85/+03/i888//4YN3N/+7d/yV3/1V98YSPL555+z2+34j//xP/7W1165cuX34N0x82538Xbb7S7P/5BiOaWLGEnp/S2bxK5Z2NxZ7u7g44/h7u6SANzeabp/cY++235tcxc3t4zR4MfA2CdwBrsy3HWeW3Okij1+BpoVlRjppteIV1+Rv/iSbXpi7WZoW/T9DtqGeZbk/Z7hcaKXK1ydsec9ejqxGb5imTwhZCo5I8NEnU50/pF6fqIOT5jTI/J8AjJRGrx2pBAxhwfmpSBTxjmBJmGGE2mYGajwqmZ2G4b6OarSOOWxJKSWPFR/wc+rHzPaLUNugIxlQhLQeGyeCEvGlITJni7tUWnEDE+48QFb4sWxwkikLEgVkaqglKXkgBeKxW5YhT2d9Uy7T/CmI2AQBUDB3T3Pf9zQ3beM9z9Adi0xCxhGOjnhlIfoqeJIThE77DFxoR4P3Aw/w4lI0pZBdvg5Mr3uyeczseowTlPVkuf2iec3mbhEzo8z+TTQlRPrakG0LdHWKKOp9YxbVyTtICVKSngs4whOeDb3Dr8U9HSm48SmS3R2YhNe41ho6oIiXXZn3z4xeWcIPgyXjeK7eJ/n90bh8M3m1ytXrvyz4XuVYYZLacU//uM/8rd/+7f8l//yXzgcDvz4xz/+Rtb4Qz6sS/5tr71y5crvwR/jmPlXTREsl1IB5SSI7/gIRV6yeikRH4+c6MjJ0qgTSkwsokakjAkDVZXRPlF9eoPpHIefjhxez5zUBj9lnBAYVpRpZjgWOJ1J0qKmR9zes1Y75OAZzwoZI7U/MduaXXgkBUEUjrqB7A3n0kFaaDiTVMspVNyhoNuQ5oyIC/Q9N83MJGvGRTMHGIVlLBYpA6m1BNORS4Ob94SU0LZQpMH4hPeSNk0YPCMrDAWtAnOu8MVhrSCkmjafyCITSyYvIM2lmVCGheIUUa+YZUOJgjwHylJYmobebRDbHZuuYkoCkSQrMZM/uuOw+99IeY8tBXf2LE9v2MoamZ7IT4C+46H6FFU8Nk6IxnHODbV5jhMD5XSgEjPi9mMYHdNhJJF46W8xwqL9gdvVhL7d8ar8mBnBR+2XdPEl4zyzbJ4zrv4ClQNZwerTFSYemfqGUK8xMaJLZvNc090bTq9OzEvENBbZWTCW8HRCxT31agXRfPeJyTRdxHHOF9E8Te9T0u/ituuuHstXrvwz5XsnmOEifP/+7//+175mv9//TtdeuXLlT0xKFyHxroTju5qfft0Uwba9jM5eMtKoX9TqH9ScTvtIHgOulhAkcgVKGQKGuReIhye6v7jFbDXDmzPzw8TQPqNzmcNh4vXgKNxzF77A+BPtKrEsPf0cyT5i/St09FTuI2p1xs6FueqYTx45HkkmM3uBWwJ2GZBpplSOomZcWNBiAenIMpKWSKMn8hDISpGiYiqWLAUIyRv5jFIaKgq5suSQUTsIPmHnE7t8JkrQKZJRSAxZwdFuSBFM8TgRkFJwKmtG0aFyg/KP+FDoqgmpJdE0JLclFEckM1Yas0yoEpme/QuSqajCgFMDhUJxLeKj59i6Yv+0ZaMC2izEGFmmRIsgSbhRB6yUzF4wG4vffEI9vEHWaw7zLdOrPfe8phkNUzHU1YKoa5YwI8cz3b1n/XFHvrlBNx2vjitePPsYX15j/X9FeI951jGoNXLTsfu44PKR8vKJlZ+wi8Hcb+merS+17XVkqmu8hxhAaEf12T116tGtuxxZfDu4UrqI5Hcbuaa5lGwodYnPd/Yt775/9Vi+cuWfHd9LwXzlypV/JrzLvA3DZURfCBdR2zTQtt/M4v2KKYLxPDHNnmVxlGlCNvUvlI7iPcnWBNkwNrc400PtYLtD75/QT08kO1HXCyRFYwvjqyemL8+Yu3uq9T3Hx4FT3xOezvhieHnOtEbz7P/8S3bnlyxDZp4FFk+uW7ZpoCDx7ZomzYyyxieBK8NFOItE8gu6JKo0YHNm0R3RbNEyUIWAdwKB5JS2DLIjC4ksAq8bktT0ckedPFU5I8wK2bUQPGe3oagdbfmCVp1IGJag2HLGyzURECmjVUSliCTTlxXyzSvqPFBZQc6JYlpGs8H4ESkHctaMuSJLUCqTomCcDazuCe0d63lPnCYW2WCeeqqNAmkZpcM2CjYdfNEzqBZ313HbTKzmkRQjY13Rm0dwnpQVe/MMedOw7yW3wxOYGxAWWTLPqjNLUXScycExJUNxFcbAbDvmbYMgkh6PDN1HbD5es6oiIpwZs0Wsd1Q7RfWDu0ucTGdICd1UdOr9Hu7rvVuqL4I4hPex946cL/H7Tiybt1MB39UwzzOcz+8z09/V/PoLN/w1379y5cr3iqtgvnLlyh+HdxnjeX6fmXOX2tKvxUd4a8ElxC+dIhgjnGZLWhbMTYcUgRwm5mAJXrJeXVw6pqBZcs2y95weChsjqGVE1xZu78AH1MMrZNcQbm4IncE/TFAtmK6mD5l+VIQAzdZCtWXWhhhmmqcJMMz3n5H9A61+IuVM7s9MxSFKRo1n/FSRhaCVC0k5sihkmUgsbNSCUhbfNlAi8nwgx0zUNSJPkBONWBiVQbqGohxzdEgt+Dh/QTMNLO4559TCXGjMGSULsVkR5kiVz+TS8VQairUIadC+x+VAmDJZOzAFLQMJzVHUyBxpzwuhCKKz1MZQJQ8+UWJCxJmkKlwaUf0LJvGck15Ta1CAHHqQBdHd4ecaMbyhLT1Ra6b1M6oqYc57Uo60ZOxpRk8nRrPBy5amOrLuFoRW3PV7MANfunuKgLoKODsTPBRREbImonn2DD56DppMe9eSTcKtMkIkGCdInu1zRdM02JVD7fRF4J5OlxhzDkJASYky6n2QjeNF9MZ4ec27UiCtLycjIXxj6h9d983YDgGq6r2l3IcB/F1lRsZcrvmu8qOrR/OVK987rqvyypUrfxzeZYzhfWbuHfN8eXwnJqrql04RnCZIRVJVBYwEu0ZNE8ovzOfIeSoUVxPR2P1r1PFAfPTMWZLbivZZg6gcWTvk7v5yjwSkhVh1pI0mTYE49lTOYVYCUTcEUVP6mYmOV7OjqIAvgqG+YVcecdNETkd0lAyl4WFeYcTMM/cVblnw3QolBEvd4fsKH49oAkINpJCJU2QujpwyJnqkUEhdcMFxYosTIyoOrP2JSRmi2JFSfTnyTxllBEIqKlNI3pFMYjSOjMSKgMkLuarw00zOheA1TheSakg5scyS2lrmBLJ4UnKEyaPjgM2Kc2ooU6HRe4SYmMRHiFUiZksMhVZP9NFg+pkyPyCaexazYjwcadaWTu0p/Yg/77E5oVUmVh+RiqBSnvX0hiqeWOotWmT0piW2Kz6bRs6L44xjMhtM1aAmwyIyoktst4qqBj9KKlOo/sUO/VFHGDzhsacoTbOtqDvzzVpireHly0vMaX35vrUX4TqO72euN83lunelQO82dMZ83YT69futVlDXpNNAbjSyXaO+LZa/q8zofH5vLt40v1h+9G3RfeXKlT871xV55cqVPzwpXTJnSl3EyLczx8ZcBIpz77N+3zFFML01LJAlk7JAlXL5gbWQEsYEjkdwqqcdXkFYwFZURjKNkenFgcNTxP7wE0zpkLuOfDyyrQaMTOjzSDn1+IeeEFtivWUwW5ZBMpw9dpjRRlH8xDBN2HmhsGbunlHZA0oEXMj4sVA2N6x5zWZeWJoNuWphSUx2R7CJ8gRb/0DOAwf9DFO11KlHJs85d/jiEKImOUEdZmKOSKuYyYRsKVbRlh6/BEpJSGXwxWKWAyv/8tLcJyVk8ChScqgisHpAloQElmxIi6Eymk4PCCMoQUCIVJNn9C1CGXRrMFYhfCb5jMAzVIowJrr4EuMSS1CEbNCNRQyBtH9gbj9GW89ia9x8Ii2FWN9xehqQxSOnI7YVzH6FlDNb3vB6MTRqoqwddVdDrRljxyE/p3aXWu4VM13TYz9qKFpyOmRk9NR3Gr3tKNstpprRItKnmsVo6vzBtJt3G7OULl9te4m1eb5M8zPmIlCr6r1Q/dBTuWkuX+N4ucYYkJIYMtMx4IMluwZxlLjwPkmc+ok8RWRbvw/rd39Yll+0rftlPs5Xrlz5s3MVzFeuXPnDk/N78fuuGe9DpHyffX7XCPjhSL+UWKbM8Sx52CvqOKIUmPFEpTx6HkApSrNmUZZ2+Cm8enHJzK0MQljevM68+rlHjHu6g6bdatpWoHMkj2cKZ2wsZB/p9xnCA+1dYbp5zpsnBU8v0OOe+25Bhx49jyw4XKvxvqILE9GtiQbacmYnI5WpMa8Ns3PEUhErwyLXdOEB2Vbs50+pwp4sI9lVjN1zZrVGjmfO+0RFpBIB5Q84VZjMPUUqdukVMlUQLK30JG1o1USfFoSfMSVTZCYaQY4F5oQrE9ZBzpaYE0qA1pISE5KF5Aw2emIqLKqFMCBkYpYtbV3R5kA2CR8giorV+EjIAa0LffNDpmjo8gOLN5zkLcaf2PovcflMOBnGRbMJewwzAstQGlZloOp/RrV5zpwqlFi4Gb9EVwqXBFUsRNNiUmKneuT6jvuu0LTQ3IPZRaYA//NFYbMR5NtnFCth6MFYlmJp60waJlKlUe9qid9lbm9uLjE5z5fHlODx8SKG7+9/sfb4Q0/ldyIbwHviHDn1gqQqzApM15Kd+lrvGpnIjwtZWuSHds0iXTaL7xoEU/pm7fLVx/nKle8lV8F85cqVPzxvXQNSgpwkMuTL//0fll0I8f5Ryq+za/HFG87nwv7pohv8lNBNQd50TEETx4WVBK0L+TxQxoQ6Hy4ZOWWYT4GfPTlevb6MOpbLAv/tp5xuntF93PL/ub/Uk07BU7uCuLvjvHxKHkfssCcc/wfDizUlFGL9nBBn2vPCKhTW9YCZf875uBClQttCN7xmSpmSHXOqGfUKERKsGnSB5/KROj5wNoZzWRHaNaVZ4aqAigHjIyiIpkbNr2jKE7YsSB9JoiaojGFmjoI299RGkNGUc+QTM7EYhSoeoSt8SKSskCojhCIpRXFgZEDOE2Hh7QRAj7KW2TYUoViUQRdPLhKbPPGYOVcbinFU6hFnM0Is+PmR2W1J/UIcB2R4zXKekSvQMtEOe8J5JGXHKO651ReXDWcrlCoY5UAoahXw3pCKoVop9KbhXN3gbUU0DrOcaM9foVtPlpaMwNvPELZliQLZFLwURCHRZMo4M88LMkcqFyl6RbYOJcRFkHp/ibV3DXtv3sDDw6UZ9XS6bLQ+sCj9Rhy/81R+N3LybY3zdL70CVYmXdLJzSWLbAy8fg26ZG5VxtSSXC4aPQRY1xmd80UYh/ALpyrfuOdVMF+58r3hKpivXLnynfw+zfuxKCbv8KeJfC7I42tso6krgbby8ua73eXxg2PzGOF0LhwPgBRsu0g/nekPhrR7xqp44v7IsnboTU18nKjDAbFMsNsSi+TlTwPHOaGN+rr8dD174q0mPz7xME588pHCyxXORtZh5L4K/D+HjjApmv3PsIcBsVlTsqV/mGmXgXp5iZgKcl4wo4LP7qjVjFcdZyEgBPZyA9WnrJYnpFHIaSCVwr7sCEajwoJqO/z6lnEZ2IQvWKXIOAS6IOnSnoYBYiIiYBlZi55VOqLNCqMdTnjSFPHFsV8qqgqSbZDzhBwXiuqYzIZaHFBlIaN4Iz9D655ufsWsK2RJiJigJEpJuDRTpCJ5yUmtMdIyLB11OtBYhcwBOY9UUtDohfTqJX12WCfJWXFgy6gMJgVcLqyWA9KfSI3kaHZUIlDribK9YxEN8XTEBwHi4lW9MYbmow1agh4Xsoq0taJbTdgqcqw+4bHvkMJSbyqEm8EUzt4StCSJBpgwSnAaCmro6fQM/m3DXt9fRLEx7+uHm+ZSg9w0l53Z4+Ml2He792UZH3oq///Z+9MkybLzPBd9Vrt7d48mm6pCI4A6lzrnzzWDNARhBhQ1AgozII0joJEzIDkDETMgpsAyO9fOuaZzJYECqssmIrzdzervD8/M6rKAQoGUioA/ZmGZ6el7h1va2hnv+tb3va9SbyIn0+TwS8GYL6dcvnaZU1IC8jwQqtSbwvbsJMPrE5a3+TVffJwvXPhWchHMFy5c+By/Kjvk68whfTrnZLDzS8z9x+TTiN9pQt+x2ki05Cxi6vrTY/B5Zp7Brx4j84SeT4iU6OqCGLfM/+cev1a04YDbtshjj7kesE0kvIDsMyenGI+Fqsn4qNAq0amRppOcKLR1YT56ZutobCL6QHo2YXeZx/Ix83cfI4Lh8XHH4hzRZaSb2IgXbPTINAvS3tFlT2d66AbuymOOLlHpF2Qf+Xi55l2VyK6gpkAIApUCCMdSPWKunjAQEMuIKy2h79C7X9C7O1TyxKrCMqND4nH+kEiFIlAFR1paStRUaSYKSVQ10y6SN9d09ch1vONONmxFy7209GlLtewRaceiK6piqMKRTOFQWpJquDFbhNEEWSO8Y5E1VaWRPpOTROeAigvOFVZyJMmM8omuSHxqqTQ0ZU9ynpQOhKFCK0WvT0ziGpkTOs+IIhF2j7QSqoZrPYKMvPQN+ZOFq9tA+8jiF4euI+1tTyUXUtNiv/OEJa8JDx7c8fz5ugYhEtMx0vWS9nGNejgwB0Fqe0YfUTqhkzsvyro+V3RPp7NwruvzptAlZAZl7adr8nX/8Bc9lV+5Y2TTkmLGtBL053vuX7fmp6TIskL5+c0aNwZ8UiRlz6cim82Xd6MXH+cLF76VXATzhQsX3vDrskO+zvD+PENcIk2ZoEToOlTXoaYJvz8yy4rhe48/dSjQGlI6V+2iRE9b3Cf3KBkQWqHnA104oifHKB4h+o4YFf18oD1OzPWGU2mIvzyxLxvGSYCRlBBRy5Hu9IxSNdThiMsSOy2E40fUnWA2sP9w4VB6VusDtYfRZLSRxFPATjsGMUKleSmfkN2JSWjWJXH86IC3hTQd0QnKODOEA4t6zHNxS3PYI2cBMdBJj6Kwsx3jQZPWmlW9gXCC/cSegU4ulBjBWFacqMKeSMKzEGiQLNTziYLCY0nNmoRAVQbf9tggkM1CX1luj/fMTuKFouieIhQnMWCsR3mPEoFsDEJJ9tUjGFaEEKiXO4zMxCKQOSFTgBSJpiXmzBwcVVwoVUUbHGJJjFVFq3aUHEnK4qJFKoGuDaXpmFnThxkxHSkpUG5amqbGYvEhU+MxIeJe3DGVlqGMyKsB0VcUuyKtH7F1PV4qTKPoyhbTbyjxyPSxR5KRRSInj18ypm/o3xvOGz+bGfpybsHY7c7rrRSisswn8AEYJZQGO0JjI3qaPrU/fB2P/YXjFmkUslJkcbbXe83r1n0pXxWJuwbGcH4orEUKSYz5fN1ri7qUPn3QvP9yJPeFCxe+FVwE84ULF97wK7JDvtbw/mtzDJtm8O7TSSeAnFFPC35ypLpFbYbzN3slRvLiKUePmvcoCblfo1JA7LYYN1MePWbx8pzOZiDWKx4+2aKGE92/esr0Xz9APr9n8RvCNnFtdlTjFlkioWpR8wFzWDDTnmAES9XRiIA0AUqNrAz6eE/rjujbCoeh5Bo13jP2t9TphBGeIU+c9BXV8xfU+jm5vmLmBiUSJuzZJMEH/b9hVpaVDGipWZqWRjiu0pYyJ/Z5Q+oGbtOJKpyY2u/QlYm2nqjKiGZBEAGNJRJJCKAQUQSMNCgRacIeicIcPsbkSKktx2pDKpC3C8I7ZlXjdM/IBgq8bB7zjrqjlp6DuSFWPetyQsvCYq+IpkPlSDXfo7NnsRsqtVCVCaTBSUMlM0JLpNRoGc8uIhgqlZilwluDKBoQ6Mbio0G7GaSgCE0Y1iQhOB4zXRzprhSxFuQ54A10RlNfGRwVB9GS247HK0gzqL2j50i3kXxyZ8AYxjFg0oG6N9hGo2VGaIE/LqToz+4qDw+QM1FXHERFiQmFRw412Ta4ORAOR1Z6QnfduV3DmLcet6imoar0mxnV17wO/HPuPCOoKg3q3MaBd+RYEEkgbweorz/1YX49+Pq2SO4LFy58K7g8lRcuXAA+I3a/nB0CvGV4/y1NzjlDDgkZHSgNeT6LDiHOlTkNqShySGcR83q4SUpk9IiwIJTCDJYlCNSrNs6YBNPOEYc1bRXpOkFeFk6TQEUPVx3i6ga77LnSkcPzZzTdgqwMc/MU+hVyOjF7TWMlYvHICRgaoumIO8f4sEV2NeLuBa2VrKcGESaUgcVqVHuFShNy2RMOd4gUiEWyZPCVRvpCmQUuL6j0QBaSYxowtWZtTmSpcGVDWD3FzAvN9BLZZIpuqZmQtSa7muw9MQo4N2KgkVREIBGwOAwyJwiBmoRykZRGjBFseYfAOdXuhgMHvcanQvGOtjlRNwUTD6jsaORMsR0nLGOqqKuKoia8adipgXfFgWQkSUmsFdgw4alJuiEmx4pIpTJIz8QGt1isnFEmMusbRheos+CmOiKD4GAe4eyauf8BWtWQMk17xMhMqC2zWSNWK0RV6AaBrc7tDkXUZ2u/AqlArc/x1mJYMaTzEqq1oNcWKyLEBXJGjiNpjuTWoobhvM52O+YXe0orsUMNtoG6RmmNqg1OCOa2Zbi5Oa/rX3Hc0rQrQtCvi8dvWo5fV5nfCOnXISepxY+ZppOozau6dF2fH6hL0t+FC996LoL5woULwOePk9/Gm+F9H1Hx7U3OUmokmRwzqjJf8lbOGVASKeKXhp6ULFhV8GPGdoaQYRkjtTIsJeIOC2ZdqGqJHmpOdwsozTwXrI/033+X0F2hf/GAfph4OBlu/tWKtLolHmf8iwcqU1BtRQkaN2ce9o7pwSP3D6Q5MK8fkVNHOWaqsKf2D0zyitYkjCzMAQg1cTmwzRuibFCmwQdBmTM6GSqTWYV7HsQjvLrmii158aRWUA+WgYVW7lFzRFpLmBwrv6OQWbLBizUyndAIJBBRJAoSQaJGEtFERHAssqczEwWFKw2kgs4OWQpeaiKWYHraeKRTR4a0o45HipJIZTGNYuN3zIuh6J7YdORqYKyfsrOw2n+AShOlZOZimZtbpDXnYUadKdowxY45tNRmOfc7L3uUyAjb4E1H9gFXD4TrK0RTgxAcj4XrxlOtakxtSCGzLOdYbZVnHh4Csq+Q77xHkxqu5IwzAz2eTW+xrSK9ah/2AZSWKC0hZkgZTgeyS9B0SAOUs/dy6lb4/YcoI2C9/rxADR5da1y1plUWjse3eyi/Om7RYWa1Gt4UoF8Xia+uzoXjED5d3uduC4VuFE3/hQdLqYtQvnDhXwAXwXzhwgXg0+Pkr3KzyhlEisjT4dyb/Jaqm1qtqBrJspOoWpzfMy/QnG8YA1Qmo7SAGElNT84KmQKqqmg2hXAcyadCYxRBZZYlsnc1djAMjaMxgqJaxuqGbKBWnqW9IotAd1WT1VNyMWxfLIwe7GkiS8vwXk8bT1TjgjSCyWyYhSTHTyALzM2GYGuUWxi3jmOwrE8J7JH8YDmYgZQMUTboMuGEhQB7taIUeFIitkmc2KBTwhTHYDyDckhdY7Wnsweujx8zec1RXzEnRWccppwgFLyosHEhF4EgYQhEChKFwxKoaTmiyBRAKDhUt9QqEkRNNPW5i6CsyMUwaI+VM+OsUaXQxx1VOOJyi5eKeAoUJZllRSUE1VCxdI9waUVUB/SSGfYvqHxEyUzNAynXLCicqVn0mlAUdfFIDXNaoUqklIKpCtFYjsliu4bVRjD119j1u8jTxKPOM+sB70aSX7CbiqE6IZYJv0h2+wHta4KpcbsZrwWbpxLbrEFllJ9RwuIWye0VKO9hGkEbmGaSbLCyoEr9Zugv64ZydYs83cNphO5V+uSrzZ9cXxF0w/4hUR7e4qH8+ifmq+MW3bYMg/pSkfizg7OXbosLF343uDy6Fy5cAM4/6D+bHfJFvIcmzyj5q5ucm34gtBXLcca0DdIH8rgQMUgjacRC9IpZVDjRkD3IIqm8pWklq2HH/PELfBKYEJAigJrpn9xghwLrDb67JswKO+3w3TU5QwkR3Vp6AvKqYJeJoZfkcUK2Nak2eB7DSnL6rx8zOTCrivzeu5QXzxHjhJ0fePEA9rSn9R7Z1oiUOG4XkvCYSqNshTSCa3/PTjxGlEQSCtesiCLijlDFiaGpSNU12RSQiaISIRni5iluEfgTGMDcDBzuNWp6ee4TFoUMFASj2uCTxHICQDICkR0dCYvOgeID2RayKBjlqQ8P7P1jUhZgJSdRIcKESSNbc8OgQfiEQyDagsyJQS7o4pnbG4YqsHOCo2t4hGVqHlF0oG8zlciI2aNxBLHByYaFQp/2HNrHBGXR3jF7RQorurYitCv0925p9JG5eZf5ZNA+ctIKsYyk0wlVGdbXBvn0hsxjlE+USnN8PnFCUelM9U5FaDuiPSINFOdJe09vIiomEgqpLTllktCIRtPkEV4ez2XfpkEKjbi9IVtQApin8xquKlht8HbgdNRQAo18i4fy66HXL3glf7FI/LoL49JtceHC7w4XwXzhwoU3vM5m+Gxf5pvhfZFo5K9vctZty+pJw/w84OdA1B0iO6qy0BQPRXNQV0QzYGv96nso5r0iPL9nteoZ3kuk3YFMTVkb1M8/QY1b6B5DLpTFE+4cs6iI/Rr5/Ei9DrTzhMme6vic1j3j5p0NbDTj/sh+0gxrDVfX7F5m3Edbjl3PTXVCxoV5d+LgK4oH052rnaVp4OjQ44FRtEivKOsr4qqnOtwhlQDvWXMkp0hUmqIFxXRoowkxEI1F6cysaqw/khzYsLAKEVGvqcOMzw5ZVYg8IkzFrn2HtX8gFo1kQZOpOSApRAwOSyYRVINQCkliHxqSGLgJJxpmZPZMoaMITxTn8I+TqJB5RohCtj09DpUDU2lRqqFrEjHPfEf8glGC1y2zXeF6TatfovwJ6R113zB312QGfCw8Fz2iXVGkoq5O4AXCNIhKYUvEKIf87lNunWP6cIu4vyOIBVsJTs1jrh6v0WmhvHzJYq9ZVw6GxwyDoTWS9smatFmzBMXu5OnkTKkHuvcS6yGTjiNhFkhzdrSwaaKpAro25wWsNWiNAmwtWeIV6vHq0+Q+Y0ApDi/Pa75fSdhJ+KKH8uuh16/plXzptrhw4XeHi2C+cOHCG7R+k83w5eNkndHHr9PknNG1YXhvRTrN5NkhhUUJDcZwzB0xV18uUtfgIsxeMzTNK/uzcyCIfXrLIhtU3xIPI2NI5OEdXH1NCoWruCfOmkOyVD5QqUJTK6pxx9TdUDJUVUbut4wTLM0ax4T7YMu8fIB+8YxDGXC6o1pFhLZkVWH292R3RCnBseqRKaBrSewH4rIghCbJBr8EmrRllfcUa7nvv0eOEtdeYdw9ZTmxrAaGZUc7vQChmfTA7BVz8NRpRJaZPm6Zg6HSgrFao71Dp4yg4NHnXmUsYIgYis/UnCh1jzGWIgqxuyE6SzXe0/gTWnnm3CCtxsodpWlJCYyGY/8efR0x40hjIsFACvKcxCfOVW6URNYtY2wQIaP7Bq0LZfI09sjcXjOFmtrNtGrElMSqqpHVCYUhoulOAfHBiW1c43VDdXVDsJBJWAoiTBAt5ELNnojh9NGJ60cerXeUzQ9QstC2MMWGkgI33YysLDEJyuIhZ0Rb0T1ZUYUTTNO5xAvnAdVXEdSN8oS2YU72811Fp0/zdFAK7OePW4z5TJL1xSv5woXfOy6C+cKFC5/jK4+T09dpcv5M1U1r1GZADZ/eKKFw27cUqc8Z2uinN/jjTJodquvO99Oa5mlNmBSLbRkPkdMRYvOE00FRzTtSzERpyR7q8Yjtauyj9+DZL/D/+CGqaglmzeIN0Tm6pkK/u+LlxzMvX1T0IzTVhNISozQ+KwzhbOGWJma95lTfYmXmhgNh1eHnREkV/TzS+DuULujW4KhpcAxrOAkFInEbtiRZQEtKUVR1oZo/pj99wtE+RvsTZZkwaWZUNcE0lMkh84yiMNMgMEgiRwYMkkJBEihZkiIIGagaDVJzo/e4WpMkqDCjs6e8cjjZlmsauWAsqDhhpEC3maW5QoeFuGT0MnMlHLbLJFXQYsGLhtK3VOFIlY7YnNiLa07tU+ZZ0iwfo7xHGAG2JpqO1HRgLaec6T74iGwS7ff/kJTXIBXPx5p++wvqeSbWFmMcVYwcq3dx1YoYTrSVxOjM4fmB2ayoOs2iVhz8TB0cjfZI6cn9iqBbRqdRbX+On/b+rHRzPh+d+PNg3+q6Yf6Co1tVnX//Zm1+4bjljYfy6FHNxSv5woXfNy6C+cKFC2/lS8fJX6vJ+S1Vt8/cKC+J7DJSST4X+fDKokNWNTFJclyhWvPmWl0KK+nZo7mba8iOymZur8Aqhzhp5HSgHSz4BTVYjFjYV9cc8xFZDZxSj1scG3MkN+8in/Rod2D3INHLSGFC7Xc4H7FWMqpMmzySChES1o+E63cR8iw+U79m3hfqtMOsFKN9QmwlZvucvMycuisQmr4rtDSIVlJ2hXwC7UZEWJBCgj5SYiRw/jcw1uNDRVA10ViWo0Wx0HBEUTGzxlPoGGmZsTHiTzOaI149Iq/WJNGgRCHnhZwNJk2ImAhiTa0KOmdyFKTjEZaFeVjjKwtzQiwzKi5UK4XtGqQbkX4E0+BXN8x3kCbPolqeb/7fiGWi8VtE8OxDjcqCgEE9XvO4mgl9T54do+hoOhBV5rT+HtnNDGJB+oqRClNXdHYEbVlUx2YFno7KCg6uxx0cQR3IZU2RmlAP3F611E1AWIWyFUqpc+tE0Ayvj0pep+7kfN4xNA1aa4YvOLp9Zhmel+tnj1s+66HcNdBfpvcuXPh94/LEX7hw4evzK5ucf0XV7ZVtgJwc6pDJi0Q1n8nbfmXRkWNGKIlU5vOKPWe0EYgiqW1mWAvkOsN+iz/8Ejcm8ngkv8yYvCDaljEVCgZ1u6Fc3SC2mTlm8sczcblnXza83Lc4t0fP57TBLi5cjc9IseNkrzG50FhNqTdkoZjHxEM1gC6oqtD7F8y2xQ1P6Wxk8PcoJoyf0IeJvvYon1CVod0+Jy+JOU+UcaaRC1EbquNHnPKKMWnwimF+STBQultOuUdLwU1+Rk1ky5qMJiEBQUay5kBNYDQtySckGbd6jF6OVOMB7x02eRbTUYRGGgFeIcPIuhyQPpPqhrHUbEuL8BMthTot2NOMLJ5UtxAWOO0I0hDkwGl4QioSd0pU3pOtRUtJ9BkdHSRHVRf68pI5F1SlCLWlPt4TH78HQ0/JUC8Kd1xIk4DbK07VNcVekzqDjJ6jy/i7E0Mdwe84vggssqX9TsMSNKZWDE14s5F70zrR6rP/8uvy8Rdt5PjypvBL+8Ff5aF84cKF3ysugvnChQtfn1/Z5PwVVbfP5G2rymJXkmXKqC/mbduKsJupNw0K+3nlEgLJ1ESv6MyMsoay3+Of35FDJrcdTrW4/Ra1fcG4vyc+epf+qkG1gnGK+ClTs3D0EvfLA74FDoUqjQxmookjVaUJ8obiMqKryAfFrFfYSnGlCzrs8U6hgCnVNK1h2XwHYSuu8v+ga8DJFWaesGJm8HfYZQ9VhXYzbgGraopWjF7QFEcJmRInROnwuqNVC02eUPmAd5E67zB4JlYIJD0HPBUVgURhpMfWmpO9xSVDH89Dkc5LJtkhrEYh0UYTcyJOR4qWiJzYxgFVW5Kw6Gnkqj0g14ZFd6joyds7NJEsj1C11OGAkxtONOzLI5JX6LbBq3c45Zl1/pjaeroVpGqBpDAqM1YDQWiK7tAlsT58SHz6HcptgzFrIJCkYS4aUTf0g0TmQCKTQ2KoPKKqQApikHR6Rk+BXK/wXpP6BvVqIyeNJWZJDvnca1xV5zX2Vf3GnwngaRr1FfvBr/BQvnDhwu8NF8F84cKF34zf1DPrC3nbTQshKpbUYPyMnGZyN+Bp0FWg4ZVa8R7G8XwPY8jaIo4zVac5jVAeTuRSoa801bKwlJqdfgd7HTG7/4FSgtErVIn4+wPj/ziidneow0jnZ/rH79I3DS/7imwes777BOVnYikEIurlc5Y5k1crHj2uuJV79M27PAtPSKcD4rigrjfIpqGfXyBTwDvIMUHdEKnA3VMnT06w6BbH2blBxcgywkNo0Eoi8kytArOuCaLFhojJe7Rc8DiOdCx0DOyxeDIFS2SiwSEgCciJukTS3REhTxhRIAqImbleUYqg+LPHhk6COVlGuUImGB5OmCtJYzK6W5EjpJzRShOEogkncA6nW0oMxFRRRCQGTVuOJBRJFErJVGVG6wrRWpaiUI1m8R3ubqQuC9XjgSodqV78N3JeM788oFKmaQpXaUuYC2ZYM8o1pyWimprSduSYCF6iW0O9UugyE08zsRnIUqNebeTy7BChILOA9tds5L4Qe62rilXbMAd98VC+cOHC57g8/hcuXPhmfB3PrLfkbX+uNXS2xKMD3dIMmuZ6hQ6vRMzrKaxXR+pSgmgarLXk+x3TqdDfWBCF+RCIh4WhNURxzf39A8OLLbQz/jATPnpJ9TCz5ZpgbmjdS4xbGA7PKYvF2RXe9Gy2H+Fyg9QNUgh0K2jaTGMjoV5ha8uqzmRdIbVAiMQgTigCR3tLE15AWs5Je9PCSEVSV2gX8E1L1B7tHJSEEQvJB3IyyBSIYiDYBopDkAm6ZlYd4zLQlBM9J0ACmYrITEfEktEEZShJsvIPSD8iaPCqJsoWbQS9uycXQdINs2igRILqyFVHU0Y65fHZkZfMMmfq+Tl5dLjGEm/fIfiJEjx+/YTDWCMPW9bjx5zkNZmMyBntpnMcelHk4OhURJWRwTTQDrwMPW21EKIk0lFPB/TpY/wLT7OxDO89xTzt8Q+e/UExDEckgaNdnzt+okfUDbdPXtm8jZYyO0pskVKdv/cw4EVLowNq4I1d3Jf4zKnHFwN4dAgMqxVtqy8eyhcuXHjDRTBfuHDhn40U8pshv89qjjetoY0kzwW5zqhaARrq4a3TWEpKqklx2gasjqgVpCKJSTCpAeoFIz1aKVy1gmpENC3Tzx84vPRUV2sGpfG7E2LTUqlAGU+kvSRcd6QoiMqiMuz7J7QrSytGVA6UuidgKblQt4KpXmOsw2939MdniJKRIhGVpa41MicsIzkIHnjEZv5H9DSRRYXL+ZzZJwvUApcVBUMSmk4FyFCsJeiB09xwkpaSBCtxRJTAxIBGELEkDLpVzPYaPweM36Ko0UaijEJVNbVwyBmMWwgUvNKkVHDGoOOMMoWX+ik1kVpmzHiPip6QocwB/fEvWa7fIdcrpHM0VkOVCctCkntEV1MRzkOD9gbpJU270JuZBHQ243tFlVpmvcF2FWkJnF5OeNnS/cEtnXJoBaVuaDYgP3lAmop1lbDpjunkkENPc9vQdecl4RbJ+BBZZYcsFSkp/BTRYaYRDg6fj23/XHn4C6cewJcCeNQwXITyhQsX3nARzBcuXPgnJ7rEPGbcUigHiVwytlFf0i1KZJQVJCkJ4TPVvC9Wr1/9vmlgOkp81PQNYDNLUCy1RjQ9WiZqE4njgosVlYGSI0uzgXZgVXvYBwI1LglMTAz5QDMmtAz49TukcWZlHaazZFdhK4lhYXSFuXnEVj4CBGHYcFxWxKCR8x6yZZAJIxI27TE1JD+Tc0ZITZkmmjKThCBIi5AVoWrIuiH5QvIVVgZy0yNcIAnNTj7mqAxO1KSoaJjYs6JhoWLC4pHRUOs9JkVsLZjkNaQZpQVWeHRyxFBIGQ65geABTZN2oARe9Ozkhs1yQCjHECIxJWRVoU1El5nKPQPZM6o1gxgJ7kAWLd1KknMgyZqkLTvdEYcr+uYls0y0tSL1K2h6br/7hH3umQ8BF0eySJina6rbDtkIVu2EtQty1ZBWgvmQyCkj3IzULTkXquq8FLKPiOOJazXR+IJ/bkBAUxxNJ9F186XY9je98m859fgcrwJ4aNt//tLyZ/qnL+r8woVvNxfBfOHChX86YiQeZw53juQzppZnj1zvWcTw+XhhIE6emQZ3UG90Q6UTTZXR9ssiQmvY3CiWh5b4YkRmj7INdX3WHnWjYFqoa0Gpb5j2I77UDNXMOEaO0pDX1+TtkdQNdJVC7k+gJF40qNpCW4GUhN2JvLrCPn3CYXQ8LIK75ZaTb6hbRax6nNqDPNGUiXIMVHlBhYRZFkLxNNMLmiRwpkfaihQ9CnBZMpmKSkOtIqG1KFuxrx5ja4k7JlJJbIxnqBzJRU7LDQhDWwJV8HR5JGOopcOELbOwKKMRGY76CqsiOUmKl6hYqFgwzEQsmpmcFTJDTJmqseeUwdnhTT6n3ZmFUF0RqpqNGVFqIeiBpVSEq1sqW+HWT1geHIf2MaIbkH4ihpFfhu/RrGsePdWMj26IzcD1OxU9iRe/TCxzYnn3iuunFcZmim2IFqr9AaUV8r2nMMwoWTi8dCzdNSomji9nTqcG6w+s5cjV/zaghgqmEfPwDBUD6MegyqdV5c9UjRmGT73jvkYAzz+biH1L//RbK+EXLlz41nB5Mi9cuPBPQ4yk7YHDQ8QXS7d5VeFLHuVmlIQltcyTZOgycfIcZk1sGqwGmSN5nFlOjiAzq7VE15o3ZcVXoShVpbh+r2HMPXbeItWIpuLlS5A4/OipVhXVquZoLfe2p/EzcXQkGq67RGSm7EfS4UhGsapBiLM9njweEEjkeiAW+OS0hunIVq8JHtbiOZGe8vDA6vCSJpwY5B4XZwSRMh9Rh5eY+Uh9usNpS9h0aKkoqqbojBI1AUPUCtG2eD3gphoRPXJ3pNDSNTAmWMyaVrxEFwfF4kRLpz0qyLPmM+cWi1n2yKJJUpFUwxQ8NszMQWKwDBRaJoQIuGKYzUAAYsj04zOsKAgLShbU1TWFhDieSCGzDAqtNDkkSl9R1hsCCi0yt2tPow7MRZByIGnLaFbMesC6kfVpIlRXvHguqNOEXGbMqsYfCkgwRmFrT0mR6Dyic6TDQogC2pqqy1y1jigswTv85KnyRPNOxxIN5YMtIgUslsYq9Gubi885sHymaix/wwCef4bn5Kv6p7+0o7xw4cK3hstTeeHChd+aGGF+MTNvI9v57IVbJNS1QvfDm/cZGfHHQtKCmYbYNDSDPt/geEA5h6o0yyKYtzND3J3dMur6XH1rW+g6mqYhPL0m7gx23tH6CRNgF2qq2yuMnRHzCSMS9dUK72dqLTEGwn6muv8QkxdYJiIKpQs3ZibOB3JZWFSFaWBHBr9Qn14ydBKdE2t5YCmecc740SH9gZPSLM1jVi/+O8P4EhEjS9YI3VCEop3viaol6Yragq4McaqopGC+/j5eNxRbKLuXlFCoVABpSVREtcKPW27kHVolllgTs2IpLaJkYlE4ecWSDYe8wVSKVbonFIkmIPOIxDFTgTTY7BAURqkppWDxaBK5qllUR5aRRjUokxGHPc3hGX0I5PU1jkDILXzvKW0l8KEQ7w6Y8Jy0NvjbRwxNwlQQG8kprijbI4sQ3J8Uzd5xfauJ3RWSAw8vE2HIPD2+ROvMuJ/RJ4dTB3K7or5q6B+1tAOkEsjKUSp4WDoOJ8HVcod0E1kZ/GEhrDpWOqH7Vy4rr6vKn60aG/PNAni+AW/tuPga/dMMw1vvd+HChf91XATzhQsXfitihMM2kfYOWVlMPGuSZTkXzIYBdNNCish+RfCC0EvcrLCv/wc6HmG3OyuL4xFzHPG5kFagcnojdtJpPg8RtoFV1zHrHrd0lOtMs4ISDM2gyKcd+dkzStLY7z9mOkU27LA2EXczKQWEBrXqaIeKVnjy6YSTHVFrvGpZJoVID1zZieOYKWKi0hmZJ8IoibLFdpbiC8FBzZ68OE52Q1X1wI5JK2qViTERhGK2aw5moFQNiYIQJ/Z5Td56lIzYoQcRqJInSEkSht4/owtbrIwAyOyw4YTKkZpAjBUHsYKUMcy4pUOnE2iLFAV5rpez6AErE8k7NIEmHdnbR5xyh0kzRkuMkdD3qJJwQRDNhhICtXfEIIjDCuqOw6zxk2ddLSyrNep0wlaFlj1uMbSNYj6+YDGPeG6+S6MsYXXD808K+//2gmp9Yr2BFk98GDnYQG0LIUja+x31VcZnS4wVp9zRo9AyoYaWw0mezVOcAxERXY8qGaWO+OPILGqGq/ypNWFK5zX22arxNw3g+Q2eibd2XNh0dkn5NvRPX7hw4TfiIpgvXLjwWzHPEH2mqTJeyDctonV9Fs3LAn0nIRZyEQhrQH2mjdQ5uL8738wa8AWpIE2OTEA9ujoLkFDhR0+WEflyh60ONDctrZLkumJ13TA6hXOg64b5A4V0jq7tcd99BCeofvl/0aY75laTTMew1phOcbxbUIcdUoxkYdHFMy0GMY2IQTE1T7BuZskKN06EUJBlpl3BjbpjPDn6eYuXGUfLtrpmgyDdB1I44WSL1RKtBV4o5lzTxh2TUFTbj9FpwlhN1oqpWVFyQN99QiMXgjCEdsVRdIjFI+VEKx1ZCbyoSeJ8nVSC67LHuR02HkGuCFGBbKmlIJkGEfdEDIaE1hmtCrN9JaxLwJaFLGr2co2ikGQgqCtMZcntDfmd71Npi41w52/R+Z4qHlgEzMGSA3R6ZimCJGuqbuRYP+bFnWBXYNLXfLd+xq16ToVFKUHKiu1oaJVlLbfUK4t+uiLrFWbTssSCo4bTPZPouH+ZEGRmYzFpoq0U2uiz0L/b4idBKhIl5Vm55vxpRfe1CP0NAnh+07m8X9lxMWVW6VV//tv4n9E/feHChW/ERTBfuHDhN+eVikhF4pxCasnpQeJzZlkUh8O5sqzUOXvEqoxVAh8lTX+uQEsJOSTUbndW1dfXr8SNJysD0iOVJM6ew2LJXUZriTnck6sGNxlCZ1itBNLNsCx0bY8wlpcvCw+7hmp/ohMfcoXEqBOybwibf4191zMnQ9o/Z/7FM9xSQDSICEUWan9gqQ3R1GRhqFRCScEQjoQc6N0r6zF6pEgoEZE4ZHNNKTUxS1gmTA7kWEiVBi0pRWCig/jAEO5xVUe7HNBdzfToB+Q5I10iLQ6bC00+oIKgbG7IoiZNDkVCWUEpkmI6spDURmL9Qj3tWIlz9VzKQLSKRVSUnOnKESMTo2pRZSTJmmJqYneDindUIqNEwSeBchP0wzlaPB5IsmLOK9wsUTcrVN2wlpo8VhAKCoUyEpMiZqV57h+RVcWjcM+T439FzAOhSgx1JvfXBGPo3D1VJ/CTY04a0TY0G0H7uMMrS/QKisGGA8sHJ3wpBBL64DGtwdsNLkrKIdMMCqFrhJawLOSYUPKV8Hzt6f3FqvGvCeD5pnN5v7Lj4iSZvWT4X9U/feHChW/MRTBfuHDh6/MFFZGTJBwrnGzIucLmmdWq4eEBnj07X2IMlMmj+ob+nbO1nCqRys8sDxNqegluOZflrD0L8aCwOqPaiuNuoShN1UqYFsgR1dWoGDkdPC9HhSVS9gd83nI8SdzLHc0nz2gagTICDifyMjLUkVi3hEmS7/fsdpn4bMayULQmRYlWATQIFLkfCF4Q5wWVZ3Jdk6Jknzpqd0JuDwiR8aLFNmtKXaFm6Jd7pFa4Zo2aQaVAcgqEw3QSGTzL8JimAzHCwT5iGjVlWWjuP0SEmaAqBIVh2jLuM1GtMGFmyDvcDJPtUEqgwsTT9ID3kuATQQmSqJElYpRgLIZRSLyosGXBMpGywiWFzJ5V2mFkQonCUd1Q1iua+IAc7/GhwdU1h6Yhq5ZMoSoBv0j6agE8sja4q/cwbUWMsChBvb9HTYm0blFthZ8MV+PH5+jw+h228l2qPNMdXyDmiWPYoCWYm2tmZQhzJIwLp1nRMzLbNebRFa0OxCgJztPIB6recnrwHA8WqwJwjVWZfgkQ4vmYo+/fqNy3VovfEsDzTefyfq1jXaNwS0U7z6j+n7d/+sKFC/+0XATzhQsXvh5vUREyZPx+JhJob1rEHMDNKCzWSMZjRnkP68/0hcYI04GGSLASNzboWiKPR7KtSS4jakUjCslF/NGh3tmcr3UzCAmHA3Gc8XHBnQJX1xLZ1Bx/seV0KDRppFigqsh+Ri4jo+whCvS0wHZLuBs5nTRGG6TIuChQfkatag6bdxDjiJ4PJCdo5pksJSkllkliTkcUmTacmGiwciFqS96PRFpW8QQSojH4eEUVJ3JIZBIlLVhT8E4gXCQWSGqm+Ix1exq3RTiHlAUhwJQT1XJiYQcUiIlMYfAPWCFJoVAolKKobSKqilFWkCJtONAgKM0Kly0qF5xMSFEIyqC0pKkTxgdKzgSlWOQVoR5o83OKlNj1CrOpOfbvMKYOmxa0DKR2RUywWUt23XuIcY9SgeQcyk1YGcn0BFUjjUWmCblZs1Ejh8UBGrd+TBYTIllMJfBzIIkaqzLdRpKK5WEHY/WY79QAhVxrgh0Y1IHjLjKeCimOtNcdTta0KlPHiqsrg77dQHUW8vPx61eLv+lc3tdyrKsbsgyof6b+6QsXLvzzcBHMFy5c+Hr8ChUhjjMiBsqwYnYzMjtuhoJBIOuG6+832Eowj4H55chQRfTQUJM4vITZG2oa5DxjZaZJE9pNhPsdxAbJK0FxOEIIpBA5+pbTdELkyEG1xE927D8+YW8GxqUjZYl+OaKzJx8KggPz9iVmPuCyYfdRwC9HZBG4LMh+ZhE1Oa0hWCp3Qsx7hGwxq5rtTmAentOkiCgFmTJWLTTWUylH9pl8PNKgKUUwiQ6tC1JEnKpZ1IArmi4vZLdg0kL2p3N112fa04zNC75IOr/HCEdRGhUjgoItBUQmJEmHAyGIpSLUHbY4bJ5J0nCsbpjNGhkW4mxY8cBcJKiWKCtqK5iTpbaaWddE01OkAlsT1DWSTBGSsLomJYEQBSkM6dF3GF9mmiwZhsKiW0qjUGvHu/IFy3aPGwPquCXsJ3LVMLePaZ9W9H1Ga0HRBpaRNhfaa4O2GhrNejeSUMTTRONGZG0pSrLWkTA8IqFYjgv6tmF4Aum0sJ2vOUWPvGkpIZKUp0sHtO3ZpjXaNlxVmhhhu/3UbKWuf3W1+LfJNflajnVGI4cV+F/fP33hwoVvD5cn88KFC7+er1AR+ZUZAa1lOTiEalnMgNi0jCFjH0sqWxDLDLPDLgG/OzBetTx8KHh4EQjPJ8SyUHeSx72jEYez/7KUyK4BX5OPI2q/Jd49EJLiWN3y/NAhx+O5Uhg8/m7HvM/MzTUrM5OqhvHZgWUu9IvHxBERCoc0IPcHsiqsbWAuHXEqCGOQ1hCKRr54iRsPNGIh3TzFBUXMjrWOGD1TfMBlhdWaZASytkxFo1qFjAFSQaKZs0LIQtGWaHpUCnTznhgTJxqapiNkB/sj1i+I5BBootQgFI0fCUiCsCxUdGlPzwzCgNYstidnOIWWxggMkU0XOZkVZbbsqaiXBSlBy0LVGSIWJVqEEXTGMiKQuWK8fhd/+/9CHA+INOOJtH5PFIZdakj7hY2NdHKiS5EwG3z/CHet6e9+jk4HmnWFXPe4q5Z5FrTpiK0KTS8Je8MsCvMpUq8MplNUpjDtMpVOiN09x7YlJYdca2wNxS+sbwO1PiHqiu62wRpYZOD5M08OBSkkFOjUQtMr5HXNKM+mK+0K7u8/7fYJ4fzra236tmrxb5NrotTXdKyrNFRf3T994cKFbx8XwXzhwoVfz1eoCCnPAsQaiT8WTu489FfXimalMCIiTwekjlBbZCUYneTu/zcxPjyg+ob2uiHfTSzPT3zy4QHWjqv//V20KiAUIhbCw5HiDiwPE+HxdwnVGqkKphKUusafRsJhxpoKJzXOS477TFMiq0cdbpcp956xDKirjrr8Eh33aCGQsmK+fYcHv+J6+iUGT+Udo1lDd41uJe7jLdYtZF0IqiPKglGCoxoQwSPdiDGSUG/wpaLEgAieFA0lNlThSD1tsfFEm14SF8gMzNU1tRTossemA4JIg8BlS5MnIBP1BpEyXTlhcbREohRkWTDzEZMLU7YENFFXlKyo/ZHWPxAQ2Crjc0TXgSwaGDakrFDaEL3nSju0cqAjiyps6yfUVaZTM2mu0ApsdpRyYLMCIxJinhhaw5Ish48MmYb23Y5rc8QaweLh+BAoAnIfobLsUk2TPWaTqB912E4xeoUwiVUewdSUq5Y4W2ZZ46Jg2FhW1uG6nr1dkYXmtMAxrpjyibocEIfA1QD9uytK24GU1PPM4XnghV5xWjRNc+6lz/lTu8PV6u3V4t821+Q3cqx7S//0hQsXvp1cBPOFCxd+PV+hIpQ6i4JlzPQrgW0lmLM4sRaWlzNWRVR3Vgk5wXE2TKeZWnhCMGwfCm6vUNGg7hPy4JD2Y+zQ4psVsd9wairCJ3dU9p7KCtK0ULAIKehMxB8SbkzECqapcH+0lO2ORgVkJelXmtOpw6oEpuCaK+KjK9T9P5K7Nam5pjnMzIvAVFCyoL3W5GbNKFqsuCOqwmRvkSJjwhGsQDQ1tXAoH/HtFUYU0hhRKbEUjZgXks+E6OmZMHFkcoaMphIefdySrUUuHklEEjBkCoKABq3JSkBMrNkxY0lGEZUlSoMpAZEWsmiJ1YolKsJSQR6x6UhnJIf6EUtuqac7TNrjdEvQa7Kx+Kol11D5E3b7jE51BPUY7WauueNob5BDgxKGvLmCFeTTkWXzhOwyatqS9wvHR08xV4ZsE/64J44eIRu4fURXJoZ3Gx59p+L0fCQ/RMS1RclCPz6jynuqyjO219hOkW96WlPj0GiT0NqTOfspPzxolAJpNbI6h7poI/E3HaFTb7oZSt3g7mbqw0w1DBhzFrmv9emynAVt33+5Wvy1q8RfoXN/A8e6Cxcu/Avi8uheuHDh1/MrVERjE+FhZKbDWkXbwjRB8gmTHPXVp20c46KYvMKEkYOzzP/4gpAEqqkgeMR45IVq8C9anlQ1dtWidaFn4UVRZNGRZokLQC64KWFOO5Zk2U+G2s8oceD5i47+5LgvGcYFWxLK9mSRMCGxBI0ks13/kNomhsPHJOe4sz1OaSz3DHphrzZMpSObDqzG25YhH9A+E0SLNRntE87Lc5RzM3ASCX8YCQjCZFjlO0rMLELhS4NBkBAUpfEYujACkYJmoQJmIprYDIgCFofWkVgqZr1BlgPR9sx0yLwQZENVHCIXlAKdT+SUCVESpKEISWorVFbU/oA5ZnwFrnuXvpFINyEOe4TMVA30tcTsRrp0QtuKVi2IrkWUHXwykZWmriuEjeh5JB4+ZusT/3h3yyfXLY+qwKqvWK8NsYXTLClp4LpxrL8vUT+8gbSQHrac5geSbZi7d/GiI3x4R9cWxPe+D7c3uCKpyg62O7reEupbpJSk2WOsQBjD5klNLOrs992f19k8A8YyWMchtjgUxnwqco05C98Q3l4t/m1zTX6NY92FCxf+BXIRzBcuXPh6fFFF5AzjiD6dWAnJLBRue0TqBtCIkumajDKSlM6XAgij8NuJ6flM9fCc5mYgs0LEBVFbDseG/IsR+p46JGJdYU5bzHYLQhBKxkfD0rRAjUiBVCRBNiQtcf/4MVf3M9XaUomF9OKO7CL5u99Fvfs9cllw40tyzISqJrotwnlSKDTpiIkzKkeC7CEWtE4c9S1KZVKzwk4LDQWvDc5sOJqG3Ac2TcH7hXlSuDmzUHMIA1lmGuPwskKkwpP0c0xyeFpsHpE5EoUmYchFsGdFJwJCCMgZW2asyUy6Q8WMdxZcJBpYUk8ShZQVJkQak1DRE2XHg70hoqmTpCqOZGqmUijF8qiemPSJe75DYzXDlYP5xGr3IevrA65tOcjvsKpGHuXnhLJi2hV2B0FvHFV6ICXNUV+RS4sSgXa+o+w3mH/dcXjve5QrwxB3bKoR2WfM42uGR2f1Gf/Lf2PvYHzv39D2An3cIdzMSdY8HD1NMGhTEQPMao3qJSIFVuxQ/Yq8aRArzf6jIzEUpAy4SWKt+jSnpJMEX5hSZo5nO8OqOg/9KXV+z7Kcq8FfFLP/VFXiS8fFhQu/O1wE84ULF97wK1PNPqsixvE8SZUz9D266xikpJ1nsgxcX6/wQeKfS/ySEVqdHQp05D447kdLTidWNcS6RocJURJjf810n9Als5wKXTMj7g9MB8f44UiuG2ILJtyhhonS9tyLW8rz5+hasD1qymJp+gUvLDFJBhtJItCWkUwgmp55ADMdEdZQjyNSS9wxsQSD7TvKk57RZdxcEHnC1BKzf0CmkTodkdFRLXvmYNF46loj5wnjAp2Hzi68SBVt2nOMLaWR9MaTY8Ing2RGxpFCIBBJoiehMWWhIAnFkMtZqLmk0XlGhhlRaqIyyJhe/e+daLJnpY54WnIEJRVjvSLUV6QlsjQtxRps2CKVxKwGYq0RLhCiR2iFFRZrOiY1YEVH6dfUhyPd4TlaH6E2tMkTTYusDWVKkANJWrLU+FQRZMWSa5bVY+x6xSQ00p1ob59iHj/CDT3pSY/Kgbm5I373iipJkAXEOepaGzjsFNMHJ5T2FGPRXSavbjgsFSF6rFrRrCybyiFejky7TBGClCQ+W1TXsFppxkNmdoL+WiKWc3U4xk/dMmL81KL5s0E8WajzkOSlSnzhwoXPcBHMFy5c+PqpZq9VRErnr677vIpoGhhndJipNgOJijzO5KrBe/CHmRQzL5Y1G7fDXT1GDBsyGXPYctwbBBFpJWI6Mn/ocdmQdY2rN0xJU73YUdkFPe8RfUvbVHxIy5waSjjCo1vK9Xdoxx2jM3z8sKGTB8RxC//lv3MQV+TViv5JS3Rn/+EX5T3mTUUzP3DsG7IJzKOj9895kp4RvKC4PSwCrlekrkOkwqP8EdpNuIPiJBtMEVQhYpRnzgeu9I451eTcErNiURWSmhVbIpmZlgqPojDKASMqVElMGfASmQOIHkkiJAWtQYnCpK4IeqCPLxnskSILd/YRupKIPNHXGZn37FWP3KwRdYMXcH34R2K2xGLZ+waTD1xXB4yMuPqaxRv2c0uvEratsXNGirPNXF0L3PGeMElkJYle0ApHaFfMUTEdAs4Fti88V/Ej5mjYDQPto++i7izqhUeWA6trjS+G6p01ZSosSyabhvmDF8jtc66rhrJ4ltMDoepxTcV6aGisQobM4gThIbISI+shU6vMKbfIJTPoma4OxGpFIEDdULUKZc/VZO8/dcZ47z24GiJ6nomjY54yPkiSqZBtQ9XpN+v/c0L5N83KvnDhwu8EF8F84cLvOW/ySFzC6ow05yrbV6aapXS+6DNi+bXg9h5ysMiTw9LS1A3CB8YXJ1ISGD/x6Inmgy5zvKsIJ8XaRoqxjCcN04TcbJhKy839LxCDQmzWCCXJFMJuQbmJ7p1MwhCDZ9QdqW5JLmMbjW1gJQ/MIpOEJktDyZB2Dudn1hsHMpNX/wq5fyDPntg84vqmwi6OOdcsyWOWe1iOCDkxDj8gskLME5VLaAzFaszNhvz8AfFwz0pJ9vaW7aJRcSEXhdAWLWFUNVOpmZVFMnKvCyJ6ctWyTxoZE8k2CKmoywmdPTp5pDXsZM+xbFixo1KZXLdYXdHqgJMbxlihRcKJgVYeCKrDKpBCEFSP9xIjEwiNyhmmHcekGVlRy5FePhDXN0xmYFkkZllotEN1G1y+wvhMEyY6TsSHTxjLCrGq0WiIjrG+wlQCJ24I1LDbM83w4vr/oOkfU5n6lSthg/wfM7dTwWaNyZGqs4RQOL30ZCz1aqA4T0wZHReaqwrRXZGEpjKJ2QnqVuK2EwuR/vYafTwgjg6zMaw3NUwTu4ctq+sNJ9mwLOee5a77tB9ZSrhZR/R0IC6Rw2JJRWKqjIkzeQ7MeUUI+tP1/02zsi9cuPA7weUpv3Dh95z5GIm7mUY6mM9CQNmKpmmYg/5yqtkXLOZeC+6UzsLEaEleCvOYCV4gToI0Oep0gMORvh343h+u+Ni+w/4+IA57ajVjK0FjBU505MWj+5bZtDgs6n6L2B3JB8Gp6tkJRXt6RjArxG3Pan8guZHJWUxXY8KJ5ANNiOR5Jjw8kIRDdCv0e1es2oxrI3H1BP/RLU/6QveDK/wLQX62pdl+gDh8QHt4wWjW7LXFVBW1tiRV0CaQfeYQG4bmhO+vKRGyj+fQklLjZI+RBi1mUhJ04Z4uRYTKHGNDoQNV86BvEQT6dGIljozVDYpE6+5JdYeqDY1bSKEm9DV9HZF41HQi6St8tPgUqcSJiCXqGo+kjQeu0jNC3JHrBpEDyVrG6hqbE6twT5aWrbqlVRVCKh4/EciyIPcHVKcZ/EsMC7U7wOmIXUaOwmCWTDYdxb9qTq8kfvMUmp5lWKCTuNVTKmup6/NbhgF8tLx8GbmqW+rTEX1jaeXCnBNltSbOCjF+DI8eo777LnWVQAa8r+m1J7QN8ww6OJyy2KzIZoUZZlaVR6VIQJKRVJuOldZvNnIxnvuQ1+tXotmdg3hmGhJQNwAKbIOaZxpm5jic13/zDbOyL1y48DvD5Qm/cOH3mOQi/u6AJYKxYD4vBGy3wjn9+VSzL1jMzfNZLNf165tmlBY0VWZ8MeKnyOp2A6UHdYcCbh8LQm5pVhEXBx6vRqo4sv/wRL73mEbwoJ6y7Bb6j3+BXA7kSTLnW7xc4XeSd5dn9PoOW9bE1RV+v7DdZZybqfQDySe0jrRxxslM1A11LQleskdgP/mEo9gQusd0fsf04sD0yYHyyQuUSUTT4KqBkxho3T1tgW33Ll73XKeXZBExfmHwB3Lb8bCzlGWhFlCXmUPOZ0/nOHKaDRnFxk5Ea2miQ6XEJGuyadjrx+TjR9TxRNCCmomsa3x/Q6ccRlgihagaljTSpAVypIp7Qqi455aDuqL1Easg6ZaiMtVyT+N2HMS7NGYh92tO+h22i+Vxfsaorzh4TbdzXPd3lP4GExPeR7pf/F/IvIOq4tj1NMKSHz+i3y2UZcaLmlmscFPGuZGu/iX3t3/Ig7CoXFMGgRDnAJHXA3NKSqZTAbuhizPts2cIl6j6Fl0mxOkepzJVnUnjHiUM0UfCIihPKoabhnnKhEPGBUkdoOs1TTOgxblVQmaBJJKRn+sg+qyNeHQJGRxJW/x03uh9DmvBO2zV4pyiTTPqm2RlX7hw4XeG3wvB/POf/5wf/vCH/6s/xoUL3zryOJNDxKwbEK9e/IwQkG6m2OHz9sufsZhL9tyb/DnB8dqo1nu0iOxpGCSgFaxWxNOMSAljNNoI/Ow4xI7WGNyjDaII1iuHmTzzXhCEYa/f5SQKotJct54kDTEpRlFTHiaW9gZR17Stx4hAmD3zQ2Bpz84U6TBT6oRdKXr/jOO9YhsUc9zhVIeUjuMC9XaLTTMUj1SSQIXTA42IRL/Q2y1CTpj9CzSeXs0s44IpnrxvaMuIVZZUwLuEzgsiRYoEIRVLdcudeoytA7fxY1yy6DChZMWufkLMLb2YyVEyqZbrnJGm4KVGm4AXFQjILmGDQxDRBZQ+b1JCKHRi4ireY5qaw3s/xAcIXlI1LYfuKdkLquIJyrKUBmEUrhSOpiLfLYR5R51HRC1xosPWBlmgGIlZXxHlBPsTKRYOpSY8nNBmZNONGJV5fnqPXd0zrCX5/lx4ffToVSR1yMwucdglliftOdTm/iUqGmKChR7/5LvUrWC6XxgfTohScO9eIcqKJmiaLlE5SZUz19fqM+GTZ0sKlRK2FsxR0nxmyb5ev/MMjcmomM/V6PwWwSwlxHKOCY+Qg0M13yAr+8KFC78zfOsE889+9jP+7M/+jPfff58f/vCH/Nmf/Rn/6T/9p699/R/8wR/w85///HOvbbfbf+qPeeHCv3zSucomK/v2VDNryYtD6BYpv/CXryzmzoLbYrSE9BmjWmvhdETVFjGdK3xaQ9QNpzmQp5lreaS9qpiY0e4OYxvW//oxPF0TJ8fxI4N6MpE/nilSU5UASlOC46bek6zCDTfEnSfGma5TPP6OQSyR9EKTw4g67EnHkUflHkqNfHCIKaCDZEmPSMZQssNPI2nZouRM0B15XKgPW8LJk8WWYhKaI3Z5YO4fk3JBTTM+7mmOdyiV6cU1JSmQUOWFzhSUn3mQN5TVNbNPVOJEm4/IylJUw3rekmNC6YzInhwFpSRC1SEBppkkMtoHmnhAl0KQFhcE0VtsmahS4B35MetasF9tKKlDhhGpFlbxyF6fvaRdJ7Eq08k9qUxIJejFR9hGcZwq3KRetZZEpJ/JWbD0V1RVQTcacIj9Cec12XRYCt1yRJiMqzdE3WHw3MgHTLMmm0Jdn3Wk96806G4izYEQJOPjHvveH6CqDvfhlu1RUX3/HdY3+lyZdi3jPlCXidVgUZXmeARnFTUVvZmx9u3JIs26IRT11T7KnYSjPDdvSPXl9f+q7SiHhIgJqb5hVvaFCxd+Z/hWCeaf/vSn/MVf/AX/8T/+R/7dv/t3/Of//J/5yU9+wn//7/+dv/zLv/xa1//whz/kj/7oj9689gd/8AdsNpt/xk994cK/UHJGiYytJYt7y8/6UggnT70KqK8wqpVyRp4ceSko/erc3VpeGy+LymLtufWzqmCJmmhaWnOE+USuLd0fbGjaK+ZFsMiKVW35+P9xvEw3iBPIB0sxhsdDRLiRmDLRRWRV0euZ2YPCUXRPEC1xkjT5jlXjsQ8fMomGvF4hXgkmCYh5RJQa2wuWWLNfFHpOrP0z6jyTsmC31CA6IFLNe5r0ALOm8olkLNJNzMkis8YSkVqR2g7tPc5JKrngu54sVmyagJAzoVjW4QHtMk5YvBc06cQqHGk5ckgdc+kxeqEymZQkJWZEXKAUslTU0x0IcFVHjBIjDjRiRIsH1mZhEZrFrHD1hkoEjCqUesPWRfp8wpsVdtMwUjP4l8iY8clwnBUbe2KtJpo8E03DVL9DUROr4gjTSNkdqJqOpRnIxxFlDP7mCcN1x15ds1KZdzbwj8vCw4sX1De31JVhmTLLziNdQFjD1dMGU0MS4GRPYgSrKPPCsvSUDLpSNJVnDGvUIZLaRCyKly/hami4evTVySJ6aFjxq3yUFfgKNZ9F97K8eSSQOaIOW5CSsAjquqDUfG5Xqqq3Pke/Miv7woULvxOIUkr5X/0hXvPjH/+Yv//7v3/z591uxw9+8AN2ux1f52P++Mc/5u/+7u9+K4F8OBxYr9fs93tWq9U3vs+FC996UoLtlojmMKo3Q3syR/I0E48zMntW371Gr9qvdAM47hLzmGmqV4LFu/Mg1OHAVFrkqkcYTYznBEDrj4hpxEeJGjqGjUI3hnFR/OK/zOdY6NGzjy2kxPx//zfcw4y0kjbsaeSCaRRF27P13HamWjU0K8M2rHl4EDScqMd7Ns//b06TRK5WdGHPac6wBFIUoApawEf9v2HJlsE952b//2BL4ahXJF9opKcKB+p5xyo/gDZMzTUOiykOEc5DflYszKnB1WvqOLO4jNAQukc8U+9RH15QV4lD8y7LdqZNR7SKLIskuUTVChqxkKXCZU2lMkYWolCseWAdHlhkSxw21NMDUgusAFlmbHYIIVlUTdEGb3oW2bNcvUtMAisCEc3sBZUSZCRZCkpVYfyCeP4JJ1q2V/8bnZh40p2w4UhtMy5JquIxjaIWEVESdrCkKDk4TRxuIIO/fkq6foSRmbrJfLxv+ej0mEf/uufJd2smWvau5qYesZ3l+olBVwqlzlaD6tkHtK3AR8VBXXEaBZvOYxrNNgz4KTF8b4NtDUKcBfDT28hVPaPTZxTxW1wrvtIF7tW06nKKvNhZFi+R0WNP9ygN8uaGarCs+ow+PJzX9OPHX34GXqdfXnqYL1z4n8r/bL32rakwv//++1+qIm82G/74j/+Yv/mbv/m1fcg/+9nP+NnPfsaf/Mmf8OMf/5g//uM/vlSWL1z4Kl6rCK3R3rNand0H/BRJh8N5oExnmpsVuqt+pRtA0yuCLyz3I0ZGZGUJ2nKcI2V/pMkZsVrhk2Y+pbOoXiJ1o2jMgp4zOEk8SpaHxLqauWkydl54cA1p85i03GMaSdNqrtSJ8ZRIS6AuidJpjMhYHLXbUqmWx3oPxeP7GzIBqQ1uyuTTdBbMdY9dTpTK0sQ9RazI44I8zQgDV3lGpMwk16SqwUzPMTngTcvSbDjNFkngcbVFxQWXLLKpOaWekxmo1Ykka2ZZndsblGUxFa5ZM8818uTZEKnwVHpCCUlaAspavps+gCTZ6huskJjiKDlhdUBXkiCuMTIRs0OqmhI8LDNJSOZUE7PGigPpviCe/gBLQE0jPja4bKjTAZUTovRIkQhFopuKoUu084mYINAhxi1aFSY7cC0nDIHgIvnksTFQmWtEq1BDT+o2AEi3oCQ86SSjhdisGKNgXgpaemp/oGks+UHx4C123VA3llGuGVrPEGaMXsjBUq0bZNvQLwLRZtoriXrVRhwj+KyZ9cCw+tXJIl+Ztqc1sV0xHWeMcEhVSNOJJDVzfU0jNVfdudLN1RW8eAEPD3Bz85tnZV+4cOFfPN8awfyjH/3ora+/Fr2/bmjvdWX6pz/9KT/96U/5yU9+wl//9V//Rv3PFy78zvNFL9mcwTl0jAxtS4oTufFIrVDWwqr9tW4AWsPKzMw64lXD4uB0Alk1rB97TDiQoyTINX4MmN0WrRJJ97h4DuMQweOfvaQ+JUTVINqOK5MIfia0AvV0RRknrAwoA0KdBZM1imqeCLqnaE3fg5uORB9hNzLPgtjdohlRJVMKeNnS4Ohqzz4NWH9iPHpOx0RbWm7cPdV0okhNEQNOSKTRTHrFqXoPnyuMTGz1Da1StP4B60bm9RUlb3BLAZ+ZqmsiBmc0UiuOckU8eKw/MLBD5sxG7XFBUSYgZ7oyIsqCtgqTC1rNeNNQG0nOAR/AqIIsiZ28IomaK/mcYiWpGFT0VOKIqwfqtODjia6JRBaKTPgpI8iE4RpDoVeO49NbtDJU6oCpMiVG6jKBjyQtcEJxEhbDiA0HStAUK8+DdUkhkAzTx0TdUpqW6uk1KiTek5HqXY/cDEwfPKCMxDYWjCEUgS0LfQksYcVEy5IK3apCtStsZZiFQkUwZSbYBp8U6XTet73a6zGO0LYKZb5Z7/AcNLEZ6NcthEDaZrKukEYRwvl71fWrRX5zw7mJ2p0F8zfJyr5w4cK/WL71T/n777//uZ7kr+Iv//Iv+cu//Evef/99/vqv/5q/+Zu/4Sc/+QnArxTNzjmcc2/+fDgcfvsPfeHCt5H4FV6yOZ+VwTiipiPKGmjqLwuBr3IDSAmdHMONJQH7h0ibZ2rtkSkhSJQXL8g2UfaJtD+yupFkapbdTAg1TRgJu5FVWjDHA8G+iyyJqkiuesWL0nDyhjS/RMmZpjJM3uBfeKrxSOMmyiyRqx7TDTw/vceQJhpxBPakIhjViqNsMGXElgCHmSAcWzecj9yLROSCC9DhWYTEzFuMMuQi0NFRTfecundQOeBTzYuy5rFMNFVBLQceqRkfBNEHDIlT/xRpLaayNEdPOhzo4wOrskW+imCOIpKkQVQ1UiSiuGKJhdEM9GqhNhnX1sxBk6io84SwDSE3LLNA5QZBRVIVRkdyEUhl6eVMkx4Y/QapJOu8gw72XGGuDc1yIghDyDWd35KjAqMp2RMS1KpwLAMIjZ2eE4Rnap8Qr5/SiBmTFkKAeAgIWVBdQrQSHwoxSK7/sGd1m/BuS+7kefNQFHr0lKpBaoXMC62YOTYN03ikGySqNtRJ8nCXqJUnKk0wDcV/2h7/Otr6cDj7Kn+TAu85TOV8T5Q69/RrgarkG8cY78/vU+rV+u/784ZRqUvS34ULv2d8q6cUfv7zn/Ozn/2Mv/3bv/3a1/zoRz/ir//6r/mHf/gHNpvNG9H8VfzFX/wF6/X6zdd3v/vd3/ZjX7jw7WQ+BzWcDXHVuUKm1FkAvB7WGwa4vj7/+sWq2WfdAD7LZ4JM4hI5fnTA7xcOo+IQO0a5Zjol8nbHzWNFHlbMnEV3HY/E//FLTv+f/0K9/YRmekE731Efn1NevkA+PKeNW77T3PHd78PqtqK0A6HdsDILA0e6OrLaQPOoPbc2uMwyR3RX0WiHdjOqrgjVCpdrMJqdr1hcofiZdt4hS8LkEeUmhBIoWaiKoxRFsB07dc0xtJR5QjzscPuALgt18ajsSbpjoj27ioSR3J3/jW2akSGwdzWjkxQlmXWPsZJGOGxdGNrIUAdqFdEEshBYnen1RG0yUgeyF8x0GBnQtSQPN+f7x4m7dM3H+T3S7MjOI+YZsXtJGmdiknhZo7qOujWYzYDqeyiSXFW4UtNMDxTniNJyaJ8y6mtGsaKkQvIZSKS64bR+D//eH2KvN0z9YyZ7jTEZnWZK0cyyJUyJ9Owlq43g3dtIzxH18Bw/e5aHEW0E7VqzqWdKSOwnzbKduekW0nDFUV+TXMTiMDJyDA2jXKEqjbXnfZ3W59S+qnpzQPKN+EL+zuf9xd+23F8P9xlz/rqI5QsXfq/4VgvmP/uzP+Pv//7vv1Ev8o9+9KM3PdFftJn7LH/+53/Ofr9/8/XBBx9804974cK3l8+V096CtZ+ecwvx9vd8lRvAK6ERfWb/fMZNCT3UVKag3cj0fM/p2YQeD1RppFlbTG/J40yYPGb7gvrwQL8R6L4iu0jvtrStPDtPmJqiNDULmxvNk3cET4YZrcDbFdm2uMNCeHEgeE81PdDvfkkeJ4IT7MtAlAbtTwzs0bKgS8SXitad6MIdNROqJIo15H5NURJBRsYFsSyAZOrf5WRvaMIBkzw1gVh1HEWPj4IkNClKUpEIZZhlx+gs6bhH7x+QGUqW7LgiRkmZJnAL1gh0Z2jNgjXnYT/Rt1Q6UihIoah0Ys0DvXKIImEZse5AK4542TAXzUSLloVBTjRpYjk5Dh/t8S92PCwt4yETRofJC87DmBu0P9GlI2rT0jQCKSVqOpJCxpma5lHD9Y2i6QSdyeSqxnkI1YayeYSr1kglaW8tN9ewqh3XTy3Xf/gE2g5SoN/+ku/N/1+ehl+ynj6hzSOmErRVYtpHkgv01xXdd66xT66IwxWT2bD+/hW3PxjIUp8r8fFcWX69lwvhLJxjPC/v35Qv6OOzALbVuaz8tuXu/VmlX4TyhQu/l/yTt2S8//77/Mmf/MnXfv/f/u3fvrV/+a/+6q/48Y9/zL//9//+G3+W19fudruvfE9VVVRvswq6cOF3iS+V077Aa/Wg1KfBI1/k9etfFAyvgkzmZyfK4qkHg0gROR0hJyoZGUWNqhra4wkjNP3jFRw9eT8jak+2maqzZOcYXSDsPf44kpMlzEfc5imtnzjOkX0WhL1ne7QMORD2I2mZqMYP8NUNp7BCnDzOSKw16Ee3JGNB3tOqkd2yZqm+i6wjtdtjDneYshDtQKYllsxB3WDTiCVQ4kRur1AaOChoLSUa5mRoKLhUk0xFqxYq5ZmqK57zLq5dcRVfsJp3PCjFC2dZREtTRrQM1HKhkBA5IBOUSsEiqRpBqhVVCWQKjZhBKiyFKNYsRVG2e2LI2OB4JD/kJAZUW+N0QQnD5DRpibRuC/fglWVUAzIKhJ/pTUKUCN4TpGGQnqhAz0eklfTlhK4N66eG4j1FDfik8c9eMOeWeFszDwP9EFnVivZfvwPCkEKA61u62waTJ8rxOccSGDqDqFt838DpSPYesX5KoxVJZEK7RhtF34P3iqZXbDbnJVvKeWnW9bmwmzMsy3nZdd2n86tv1bFfaZHxufydT5f7K39x5pmQLXUrUWSYL8N9Fy78vvNPLph/9KMf8Q//8A+/1T1++tOfstls/skG9r5qoPDChd8bvhBn/SVel9O67jxJ9ZWJD28XDMk2+DBR5Ymie9x+RudzWoUwBjNIPBUgqaWH0wlVW5Rc4/cnZitJdwvpeCKagbtpIC0BWQfS9ogYbmmuDHIJPA8r0smh/EIKmXx0pP3MHDNyPmLrs+icS42rruk7yawspakJwRJSYhoGKhFp8sys18gwIV61qWSTKcUyZo0qkYNcY21HF7YY6RBVTRcTId6jDgpZKSpdWB0/IgXB0tdQoMknlJ/RMiFLYR32kDOtmZnTGmsXpBAkNMJHpExEY1mps+uFrzdIZcnaEGPGxCO5REQoKFnIWrHNj8hFYcvMdZzQS2DXvYtvOxqzJ06BkQ4xBagKVZ7p28Jyc8ODW8PujtZkqhJI7qxOjYFaaxbbMUeFoGKSDW5MpHFGDZnWzgglkH2Hy5m6v6K+6WFaGPeO5f5Euzwn3L0EaTBa0NQCGoXZXFF2WwZzIF1v2PmWySk6fRbHff9p+3xK5w6hEM6/9/68TOtXLfZCfMU+8IvDrVK+1XLuM/r4vNyVJncr/GFG42hkgXgZ7rtw4cK3cOjvZz/7GT//+c/50z/908+9/v777//GwvdnP/vZ1xoYvHDhd563ltM+w+vq8esj569OfHjr7bPUpGGDSRPVvBCXE4vQmL4hN5a4O/Hy48j1tYCbDeXhAasWRF2xvRPkESyeHCRhqNFaMGwywhS8gHIl8VmCE0ghEK0hl0RUt9jxALuRoNbIrkanTGo70vUPSPsd6uFI1JHFN4jumq6aaZoJ7wqz7hnbDjuduNY7YrvmFDUpaabGshIjnY3IPDGLnqWpuLJny7mmGLQGmQPN8QXWT+zoKT5SNwuditi0IyBxS8DGmdkOFGnJMuLUwDC9YBEbSqloygmBZNEGimEpFWsZqHRkGSeWSeClQ2mJUpqlXdHlieBmhBQcxRqjI3PW9PGITBmvBqRU6LQgDwu2ykS5Ag8lZpqScDPsosHXA7lrWYpB54kmHmjGA8f6lrEM+FpQmYrhkUVeNSyrJ8zLDHKgQVF7R0KiNZSHLWl8QK56UFfk7DFuh68GgmgxVY3c3RGaFbpvuHp0Ht6z9vP7uddV5NeC9ovF4s++/vr9Xznc+hZrxFf5O19Y7prm0UBjW7T8aru6Cxcu/H7xrRLM77//Pj/5yU/4yU9+wl/91V+9ef3+/p6f//zn/N3f/R1w7kn+t//23/Lnf/7n/Omf/invv/8+/+E//Af+6I/+6E3f8vvvv8/f/d3fvbnmwoXfe75UTvty9TglyEUj2wHV/mp/288iJcimInOLllu6J4UxNewnzXSC48ESDnvS7Rrd1wg1cNzNPP8wo+89101kX73DPI2IbSElh6gzxRRWTzd4KwlB0W8M8yIxo0eYhft9QpqGrisII4iNZZyhFEklAqFtCEtkOhWOqabavIuxYI3AxML9sWJWiSv5EUddM9pHLCRqVlRl4lQNrPglJQqC0dj/P3t/mmTZeZ3pgs/X7v507h4NAJISqMy8ZnXL6pryR01AOYNUziCTQ0jLEVzjEKQpSDNITkH1o8qqrlVZii26iHA/fprdfm39OBEIAAwCIAkqwavzmLl5+OkBX7Hj3Wu/613uMhwXTYXOkgiUw4EiOHxRQa6wlUCkASsEtTvxGDvqeMTojGh2+CXTzCMRQe8tvlBoqwl0hJAY5hJTaaQtCCIRJ0eeYUmWNj8iXSAUHX5zS6DBzT2CRDKWJRfU8UxBQJQWFQSjl3ilafPMwd7i/Irq5KnMI40+M9U3LNWOphEo6XFBcfQ3aCB1mdncIvrEqvBYDboqGaeEjHv2ccXx7n2Mt9TDnojArmqwFcksmOd32Fjizg47PtKIHhfzxfNNwSRq1jea29vf3bx9U7bOvS3bGC9LcN5EzL1ZvV0UUIUJ/Wa49Q1fE42o9eXH3y539frrypUrV75HgvmNCIbLsN9XeZfw/WJG84cffsjf//3f87Of/Yy/+Zu/4cc//vGXtgZeufKvnne306CqCKZimvRXrmArKguaL7bv3s3nDWxXUVUzHE/kRWEVZCtIHdytLNnCee+pq4JBl5ymM7fvf0AO9yy+gZVFhonp6JEuk11GB0PRH8BZYt0SzhlpS8r5EXs+odzAfPMeSWiEBjX32DwxL5clGa53mP7IWlXUZWSQa5bVFikEa9WjkkOKikf7nL58Qk4SFwaezL+imF6QckIISSU9DSfSBIMtiaZEuyN67hlVgRIao8EByUfGVx5msPEEGJIsYR5R84AmouJErNak3R1TktynGrE4ICGLklWbiQ7EMiOEvthbskB4z5wS/jCQsiTIkiKNpGkkFg3RdoSyINmC+vQZlZkoZGQpa6KuCUnhp5m6KDBKcipWFJ1FyoWCSBCSspKk6oZZzEzOUHCiTiNqdctYbNjnLTFIjIaQJK/6BpETd9uEeX8DOSN7D0pRGfAnj9M1KkWqOqIVeC25earZvmN53jeV7evN6xf7SPmFJnIf8f3Camvf/Y/b74pG5GsWnFy5cuUK3yPB/OGHH36r9ddvHvv4+Pj5z5vN5iqOr1z5NnylnRazxEVFf74Ikc8bzy4wvZrwcWHVJLT9bQ9ojBdhKEkoI6kqhZ9gCpowQH74DF1V3D9YYrPG77YU0pMOJ0ShybqgvmlJVcvxAZbB0VYJfRrJy8DsK+yuwo0eNZ3xYUVct5xHqOdM9hq1XbFMJWFKRCFBWVRXUscTRV4QS6AWA2mzwo+O/tHDE41uW5zLmMqz/kEB94Eu9+SbCmc3+NRiHnfk+5l+TDS5p5YLXpQQZop0ImiByglhDaWBaZH4LHmMJdaPhJC49ztqMRDQPExbVsuZnd5T5xlSpFclYQg0pUOUmlAYGtETlonp2GFSoE0ByUwnA8qAzzXRS+TpEV1U+G7H2Av0NFOGE+fyCTEKuvMDJveUKuNRmJyo1UJbBU6h5dRukXNGEUnBIwvJ0D1hmTxWZXa3ATkrvI/YKLG2ZTQVsxPYTUEwJYWOTLZjqdY4KxD2TI6JYlWgZAOHA9paVmpmkgUua6KqYD7TrBusncneEoX+WrH61S7wMFzq9LeayEVi3iemRdK9a5b7i1lxV3V85cqV34PvjWC+cuXKvxwhK6ZZsSwXu+eyXDykxoCIATWcqHJgxjJlSaffekBDvbp0+w4TeV6QJGwlqRrFKnh6AYfmGYKa8WEhScFmldCtgAWCLbjv9SXJwRgeh4QMa+DEkErq0qM3GXEM6PsX2EdP394x71pM1NRbjd8Hxo/vkTdPcTrR+4WqUTxRD2A1w2lDMb6kcAOQEe2WWHU4FDJmeHmPXtVUhaMQC34N1apjdg59+oilTyQyw/oD0mqF3f+KQddU8kwsGpp0prF7PBkhAmdfgpaEZFH59QptFwkiYRk5ppo5aDZFxshIWgKTaHgQt9TLgtIzRQdRFoAg6Et3faGkTgIbA1kndI4EoanlzIBG+x5fVxzuPsTsX6KXF9jlEWRNyIpYNizZk5cM1uB1QaEExhR4l0lFhXUjZXSoZkNeNeS7lm58QTk/MktDUWQ0hkp5XPbUuad1PYvYcPINt3PPk/d3KGE5HCT12lMJLur2dILjEV1VdF2JOy+EdIZtRXzynP4YiNOEXHXvmsn7Ld5o3Df25N9CSkwpcXMiNuq3NfHvika8cuXKlW/gKpivXPlXxhdnot7sL3lj7/QeVuKtB9REcB4iClVVhPPE6XAm+oyRAdlYEpJ5Sfhf71lVnub2CSs0S72FYqKcHMqNiHMgCEM0BS9PNY8HSWESwju69Rq9qjkdRkToKcuG5BxVaxhTweEguDW/QUdLni1xgrqMuHHEmx3mtiGOPdNhxJaKNj4yzIKjuqNe16R6RSMD3TxwzDX6s49ojkca44myYto8I9crnCowh18g5zODXiFuWyqTqEaQpwOCRKUCKnriOAMW5zUmeIZyx3mpsMIjCkmcHDbMvJDP2Jtn/LB5SZItPpwQaSZrSRV6VGF4UO/hxA6pLQdhyFJTsic6ATxjHTPFfMSVEicNUkRUWAgBcr9Q1J5mI1mmG1RpqU1gcRJTGrSLxCJgGCiUYlFrki0QbiYbQW09jZzI0SLOnwEtpszousB6wcoseCwnt+LVvaE2nlOEvrKMXnJbnxH3Ed5/n9R2lGZCFwqa1cVL8ZvfEPqJ6ZMDDkNY7TiHG1RfsmoiZRpJwTB5g/fqizN57+RrExKVQpYF4TSRUvXbgvl3RSNeuXLlyjdwFcxXrvwr44sL/7x/a8Ww9uIBnZeFdnNp371ZGPHmCvYULXF/oFwV0LTA69EoActRMs2SepmQsiO+ThuY+sjUNxTziT5ZnGkRClKGySlENISPeratoz2/Qv/mnxlFQbfSVG3NeICq0egK0v0DxRLQ9QpRClIIPLMvKXctD3uFFi2FnPBK45oVe/MeMR15kg8sk6Ds71HVTNn2TMfAUN6y+aunzMdM+M1v2DKzZ8vkDZKJJvecHzPnQ8V2VmirqEKk1Rm5OMakmb1BR4fOPRLLUO8QUqPNnr7ZMaYNRkEwljNbpAysskKEmVu5Z8xrJnlLcXjgVN/xYJ8zqYZdFqz9hFElD+2PaXiBlYElOUo50rgjXlsII8Ldk5WmeHqHDiNbOXMwNanrMPnAdnxFjpm+vCE1O4oQqec9K+lxumUyHcdljVEFxehQeWSoFfX7t3Rt4vHBc/zMEs4DfVEgrEalE7u7FaubBtmWSJEwjUJvGpiGi+qta8L6hpObSPWC7hrmUJKmGbxjPGVaO6FjoCoKpqlgEhX1Sv/OedNvTEgsKoT2yGUC+e2jEa9cuXLl67gK5itX/hXx1YV/XxUfVif8+eJtVnz5CnaM4JaMyTPo5ssvnBJaJZwoqJ1Dy8g0XS6J20oRfOb0mSe0mhDerjjWBHbViWFaGD4+gA4Es8YtmcaPnH81k2a4ea9lN75ieXhJrkpybfDS4+mI5YrsRjbvNeimQx9G7EYijz3p+Etqeor+TDn1BFOhc6TQAbEyxG3NaqcZ7098ttQIkxA5Um5K4v7IL+5rhnNi7VuM2lAJByEhRY0wCuE9MmdS1ZJCJgmFTY5xCUypY2y2NP2JZvoNRUg4cYsoBFGX1DiWpFmKhiAs0k/EwaHXGpobzo+BtCy4IrAuA0Kfcf3EpAtklAx1RSxXqG1LZSCGgFFHtBao0lDkilR2+KLBKYGf/WVArhxxC5Q/vCGXhlfhKaqsqNRMaSK4CT9rmKF2C6dPRg4vIiJWlGImpUxt5GUgtKuRqy3ydoObI7XzmPUanLzEWEjJdHKkCGK15hAqHk8SnRzF+IohJMSzFetnNQiBmicefuEZn64QRr8zPvkbExKTprpdofTvF4145cqVK1/H9chx5cq/Ir56OVupi3h+szlNaolHkkJCaYX3lxQCpV5HeLmAIf+26JASqeTnojqbxDgq+v5iZRVLIPqMS/p17Bs8fQplmKCfkXpkmg7MEcycaPSCTRPSGvRaUR0/I54fkDEgdxtcXVApz5078FitIZc0DAy2obGZnCB89MiqB2Ej8xIRGeoqUrlPcGZHt1ZQLvS/emA4QJ48p1ljykRY37F/NAwPIzJFTFlzDjsUr8hRE5yiFpJkOs5Fhy4lKQtSkOhlIqkNWEsZHVp5Su0opp5dBV51LKYjaEMTjjA7qvSAL1ckaSltYO4KnHyG7grM8Irq/P+kTCMH0xKT4GRqpBKkbsOt3BOqir54ijs/sJY9yXQ06rU4ToZj9wxtLj5pVRrWK4H94BmvHg2+LxF3d8Qyk/2BOgnaZcH1E3kfWeoObySd6ElG4LjE9ikivtqQ6xvcoijkTGHjpbheG+Jjs2LUCefOHHzLNIFbYCU9KE12C4ezoEoXcdyHCjdONMtE0XW/Kz75bUJiH7E6IbUkCfW2idxp0O/Mirty5cqVP4irYL5y5V8R77qc/UZ8zDNIqcAWZDcxc/GAVjaCT8gskTmQbIkS4ssvrBTJWOJ5YEyGZCR3d3B+nb4xngMLJZutoAqX2zddpHUj0zIiliN+U2GERD32dDhyyhTujG4sjGeiEERdoKVGSMFgbvCPe4y7J1uF8GdkeUesVowvRsQyoaWkxeMKgXCX/N+ybAhFg9WJ6b7HB4kWLeWmJC2B+TDwixeeF8Nz0jiySWfOraWVgqRLcpzw0RBtJkpL4Ucyksls0CLjoyAIQZAFbvY8ESOtiaAMjX9JOO/x7RZV14xek6NiLrb4Zk0XJuL5U/ZzS6x3yPeeo08Z9o4HsUaYEqUzh1BShBk5O17JFhU1szJ0IVCWC9IZtBowhcVMMIQ1ylyWvTRFony+wxMREZ6936J/WNGuDXIA9esDITXk247+1cA5FszNinqI1PkelWYG9UOSFERXYIKmkpHVJlM3ioREpQRa45LmNBmcLxF5ZtMaDiHjThNZJaq2ZAmS4RQx5eUEregsJi+IVKOUemd8siawEhPTsuAOiSAurehqU1F1+u353DUr7sqVK98RV8F85cq/It51OfuLObenE9iiAuEpw5lKRPQ5QAioGLFUTKalej08FePbBp5XFSmeETFSlqB1QLqAnwP184KHogTvkKqi60CKhF5GdI6UtcDcdoickEnSVCvU3MNnB8LQk6QGJ1hMjT4lghJMo6MwFlnAoys5TJLFFbTZUswzxY9+QNr3DIcjhUkUjWIZZmIhKW3ifMzYYY9tOqqQcbFlTpI5GoZzZow1vtpwHkZaN/G+TpicELag8Q/IBPo8s6iKLAoCBiFnslL4GRYrOJqndOHMhgNLsyYPmWI8or2ABMLUmDKSmdmPWxwFDQudGVlXmrU8Y/WZefc+s9lgfY+YRhAWZTIxJcLgkcozNZqqaCCfsGnCqMQ0KBgHnq4C1bMbUt0RR8/86YmAJqkdbRGIyaG0Qa0qlHKc1YrUdpx+8UuSmeiKCU0kFgalC+L2FtdU6BCwKrKuPauNRHYV0ihwlwJbZkGIkthuKJlRyVEJh0+eUHWMusSqxDIlQr4IW1tKlPxy9NuX4pPzZWpVh0C3scT15YqIDBMqe2DF9Z+2K1eufNdcjypXrvwr410L/4S4COebG2hbjU016v588aEac7mzLKmywk+Zvod4mgjCEtJFsBTCo7stZSfg4QExjdROsOjmktm7rhgeMm01Ua8tbkwsp4V5vmQZq8bizo5GZyrR0y8RkRUahy0tcxCMk2DSHX6BTjvUs5rORjhNvCx3TL7EHD6jKw362S1yt+Hw/4X48IIsRprlDDT4KJmqZ5RSsfzmE/Ag5A3LXDKGgnlR+LxQ6MysNc4LjnqFQHHDK6Zg0XFhm2dMoVl8JLgMeCq/EPEIaYh1Qi4lj9MWvURMlrRqxrnMNFTEwqJ0wvojT0qJEJIuDqRUMU+R4sWJc+yots9o5czyKjM7SXlXU4mM3n/GbCW5agiloTIWk8vLNsLhBP5EqmuqusTIxCI1atcRhCBnjZYd/WIQDzOdPyHlBMcTUdS8OEWGoaG9rXBCII3CrGfsfKLMA3K9w/iBcnpg87RAVFtsa1FuAq2JtiKMgrKRDAdJue1IOWKMJ2SFxzKN8GSXSUim/uLkKO1vR799KT55/sLUKq+HTrUC3r3J78qVK1e+C66C+cqVf2V8zcK/tzNRZ3/5Yb3+kgdUAzUT/WwYg8bkBaMyygqSqehngT0+MB8nfFBEZZFGo/zEkzZzLGpU8hAXGuuYlGAOBabpqJlJ0dHclGRhoH9E1DVy/0jIirx7Qus9xu3xQ0YVGnl/RtrItmkJ7Ro9Lri9hLbFeYEcZzZmQRSOIW+o6/qyhS6M1IePyUSitmQEJk6IJcIMq+Ulq/wJKluO9in36oYxZrKtaaaX3A4HNsUBKTI+JVRaeJ7uGWZNQNBIR4HgLjzihUaoSBMPFGlAGSiF55QEOi+gCpxqsRoSiqm5JWVDXDLTrBiVRubEzj8yCYOpJMZCoKLIEZsC5/I98moDTCS1RQwjqaiRRYAnT1mMYv9iIZWO/IMfgJXE80JsS+Ze0U0HhtFRa4crnzKxYvpkomwMdtfiFxDzyCILDqu/QgpNeRqISrPddshdg1w1Fw37upBS1iQB7a7gdJgYx4qqUshaUWw84WFG+ExQFVIq2hbaFnT87ei3z4dP81emVr/K12zyu3LlypU/hqtgvnLlXyFf3Zz2pZmoL0ZpvPGAvtlFLCVeWCobWH2wIqX6801/MWSG/8fHPAwDxe0a20l0TiTncKNGBlhtDcVtx+N9TT967AeZdbdQmoA6LlT1DNTEacK+d8uyr+h1R6Eiomsw+5cwDaiQ6Z7sIE4gDEJJ9HikngXTeeKFNHTHA6UKVAXI1qLCgq4LirRc1jrfv8JYhWzXnEfFeVlxajZgIlVKTLHgXO4QbUMZJc3icIuiXyzbDDIlbFcQkkCYgmn2FHrCLJ5FtiQtUAJwA+u0JymJtpJT3GEM3NgZw5FBPWOqO+TYM4oC7JbkFV5YsIHNssfiSdLQ5gH7pKHPljT2ZCRz0SCVwEx7XgyaU/uUuv+MepmpTEQ8ngmFYT5DfHhglreoVct50ChhKdNMkjCkimVWTKunDJMmbB131QFwiO2GfmhJMfFQfIBXFfp8YPPvnvFv/u93NHeXLXvavi0k+Xr+T68qdnee0+NEnNTlBE0qNo1HdFDsLN1NRonEfHbQ/Hb02+fxyeLrQpi5bvK7cuXKn4yrYL5y5V8x75yJ+mKURgiXVrRzb1dpDwZjJUokVGkAdfEynw6oeeIxdXxQKZSEmBTJVlg30Y+SVbtwu63pOsUwKPzjCmPOLGOkaxS6sfQHx3DWlOmEWG1xm79A3f+a+uXHyLZA3qywn77A9C9JRcNJPyHrDeMkGUZHngfmxx5hE0oPDDJQuEwxHzBJoqoKV7ToO8UhtZhVje8N4dcL2g30akcUE7muYXNH1AXbfk9aFkbRIQnYUmHagkd7gw2O0p/IhSaxIqmFRawp/BmtSype4WwBUeFkTR8NtYpgQS8OMR6odMlMyZoDwzGwmB1P2kd2+sg4RrTwqGfPWE41Js8IN1OnI2m1QtRPaEvBx3FNmI8ok9GrJ3TOc0wFS1phhSYUC1V4gHliWD0huIHt8Anr9EhcSvbtD4nFhlH/EFmO3D0/QPGUeDgThMJlwzhnVKeQIlA9qbn9cA1KYUrQ5W8LVClhWjTtkxrmPf74iCYitWJpKkRV0bTQmgWEwDcVk6mwQvPGxvyl+GTxTSHM101+V65c+dNwFcxXrlz5Mm+iNJyDYbh0l40BY0gukccR6YG0e6unp0j8bGJYFCFLDo9gLMQAIUJ0lkIGkgtEnyhKRVFAbCqcmRleOTANal3TPs0Mv+gZ9gVRV3TB0TxvKaoOoyXT48BRF2TnGOuW6bDAw6fsTy1nOu6MIDeJFATjlCj1TCwtUa+R2RNMw5gaylWDOAeWPjFXNxjxC+Kk8Gkk6YLtOlHZMykcCWJBhEfW4p6/NB/RCMcoago30KWezo4cyudMYyImiy4KJrWlGA8ULrDojlBW2HlCiMt5SIyCo7qhmB8wxxek7jmldMSoMO4lO5+oyoLUNhR4bKdZVs/49YtMDBOrdsXS3KCs5sELXvoNz5oRo2ZkUxJTxeBaZl/jXiUKPxB1hTsv2PAr7NMnuGrD6CQ6TjzPnxBFx2n7Hue4psozyUe8KTmcLZMTRK0xhUKXlh/+leG9f2uZZnjxAt5//yJsQ4C+f7sgZ+4D8zhSNxpV3zLPl9IyMrK9U3RPm0tnWkpWWX29VYhvCmG+bvK7cuXKn4arYL5y5c+IL6ZS/Mk0wZsojZcvL4qlLD+/S2qF0JIkBXl0nHJx0dMiIQ0oq1E+cT4rjH17hbywEpMj05xxQVLBJXnDTVQ2YmrPdP+AO59gtaZ5viasS1rjmPdgyieYFnxMuOWEf75j/+Jj5l/3DDKSeodMI6JRPC4lY27Z5hc4apZToKHg6ZOMySeCy/jHA3KQTGKFCwK93LOVPYOt8d6TZIVIiVXYU4YDAwXL2mJaQ3OI6HFEOkV2npgGhtoyGctpzpQkFtUSd3ckU1PcnxlVh5CWVvdgJBHLaYIyTxQiUOaRYvqMU/seSzJ0sqc+HvD6GX7zPsUUmL3EqAl3lqAkSgvMpoVxop80J72hWv+Q8PJ/8Gz4Da6xRFWQfGY5LxS+JzJj1RFxc4t/+h7RK6q6ZsoNrT2T3Ujx8tccdv8XXrgd+XzEVhVis6NaPGO0iN2aunRs3rskYtT6ol/7/lIqL15cflbqInJNmAhL4Cyri0+5vtzeNFCkCZIDcxnS03yNVegN75pavW7yu3Llyp+Yq2C+cuXPgDed3GV5KyS+ugHtO8XayxvBRaW/FiXKOWylmWVDOC7EsqZsFERJsoYoA6XyzCjc8lbgO5UIyUNZsQRFtSxwOHx+CV3LRC0c5vQKGGhvbxgmTz6OWKFxr06EYeLoa4wybJ8JHj+Dx4fISRrcJFmpAa1PyJw5+xqRtxTxRJ1notL0URP6A4XvKVSJ84KpKFEiUjJAU9MVLcyGtADLTF4cvlQX//PNjqYVaG+pfGRWFcFU9FOFcSM5ndiqxLS6ZRQ3DOygvUX6EeNGVJ6QSmKMRmDwZPS0J29rcruB44TzgkbMbOx82Rx46jHFEbVbUcgJPc/sCs1c3zGqEt+Diw2hsDypZ+qiJO8r8mPPuPohfWpJw4nsArFsWZZMmSNF9oThxKl8zqpLtLHHdhWzrlFjTzW+xDW3yFGglEBGz5AMq+cNbe2QRnMOFfF4OaeK8e2vc54voldKSD4SlgXbWqS5lNV6/UW//LuH9L42PvlbTa1euXLlynfL9chy5cr3nHCJnSWELzfU3rUB7TtDyksLMISLAnqTO1dVVKuK5aw4Py7YMhGCIgSFDwXSOIYhMfczThh220yhIuncs48rtC85fXym5CVm6VGFJjwcmBbJIm+JbYs+7LGPv6A2Ao/B2y1DLBhf9ahwQGxq3Cf3pJDRXYl1CTHMhATFdMA5iQka7Q7kpkDrGjkdMHEghcAiNASHEQkrF2SpYT/jcmbVf0xlO9arilNvkFqRRcaHRCFH5HgR+GVrSB4e2VHqR+YRdmqisTOFXfFKN5gUGOonDOk9tqdfMU+B3D1FaYEIM3UcaMVEXkpcJTnLDU08UleSoDQ6l9TugOo/5XTzv6KSQeiFu6eS/bwwpopEwquOcfUUw8IyKZTdUpVPSb7lMAj80pLaGwq9R3UlKS8EAXOfybHHbysoSlQpKJqS3kNtAviB1NTIxiBngymKi9uhrdBtRZKXBSEpXerwxYuLc+fu7q3YVSKhTWLOEslF2wJvz6SE+MOG9L52avXKlStXvnuugvnKle8505djZ4GLNnjXBrTvjJTetrPhImpe79HWMtNYz0EJTr1kfrx8BhErbPZ8eg9pSdwWB1ScENmRbU21syyv9nzy2YDdHjCVQj6+JDyeGVfPyCsLxiLFzHj21E2mkSOm2dA8XZGWgPjo1/SfeNw+IHtPEwe0bDnnGU1EzAonWp77X7P0E4N6j7aW6GUAf6YIA6Fq8NUGqUu8l3B2mPOJwo1EXVDaSKEHVJhwuaLWjmgEk/c0ywGdIo6CMh35kT8wppKxaRlRFGEm9APd+swgG8r5gUV1jM0dIh4pZECWFhkUUZQEdUO2Jay2rMyE6ReEEzixZpkDUgoWWbG8PJPqjoRBVhpx2CNUh1g/Z7uK6HDk08eS2At27Q5vf0CIkdlLhlShg+BU3mIaR7V8xKgaTnpHWuDVuSJphQqZ+Bip24L8pKZPT1hMS2osYQYVE66SVGtF211Ecs4X7VtV8Ph40bFfmrd77Yc34vWJ1RxIxwmVL0Ok5Hx5zGr1h9XpdZPflStX/oW4CuYrV77HxO8odvb38j6HcBn2e5OWUdcXf+jjI9zfQ9Mgx4jwa2SR0fqSn1sUmuG4og8CMw68PIJ/skK1NbqrMYc9xfERXzbopxplFYd7Tz9WtPmELgy5bhFlQRJbHlXJOJ8w2VAzM7kJIQJWJqq1o3/whADkiRxgKjqK5YzyJzyCyaxRbiSGEV92BGuYc8doOkSGMGWiNBjpsLdb8mIptIQwIA49xdJTuh4jAsfyyeX3UAdctcEPmp08YcvAnASWzOwtvxJ/gdi8j24L1tmTkqQ/eFz1A7rbHbO+p9UeW9UMesv8+JK1e8lsMtYonK8RVUlub8gPBw65wYWSY3vHrgzo4z2LWHMvnzClkiC3kCIFC2FSzLpG144zG8rlSCcOiGpDr3c8WEvpPkKfIZuANSd0mqn2eyQVQ64RVqF/cEvzw6fUYceuueQjzzP0veL+/tJFflNPy3KxBr1xRMBFSH9er6/98HKaiN7AfEKqAKW9vNA4Xh43DG9Nz1euXLnyPeR6dLpy5XvMFxPe3sU3xc7+Qd7nNy3t3e5iTD0cLioILkppmnCyQ0ngdEI1K6pOEwIsUXPoNca3rG82+A6oDIcDmBcLnUpkqwg5oKeJ6ALerFmWhXB/JqwL1BiQxnIKDe7BcWszy5R5kE+xtcEdX6FfvGToI0syVMsJ2zt4fMBnCbYk6pJzqlDjhBUeqzQSSbQ7Ui6ozcIwwElU3A4vOTY1ZTCEsiUQ8AuYFLBqRscBXSikLAguIuOZLBTeNEjpUYvCm5bZNFA3xPUWWVlm03Iof0gfXqJSwH7wjD7scB//gplb1M2Geq1of/kxxfgRqm2QrcELSb3sicpxWP2ALGusjNj5kVYPvFA3+HpFx4zML7FJolPgR+YVympOfsdjfo4qb6m6l5QMFGYkKHCiZWpv2IYHmuP/oLmrqT64hXAinY6k7S2hXzj2kuYGlPRoIakqRVXB+XwRz29O0t4EUhhzqa3z6+WQXzzBy2VFmj15/0ixi6g3Noo3Z4Kr1dshvuuGvitXrnxPuQrmK1e+x7xJePtDYmf/IO+zc5e4AykvD4zx8iJ9f2kjW3vJYi5X1E3B6ZcXT8hiO8YRTo+ROg8oHSj8wsMvE9pIyAn6gVNdsumPzPuIygPucUJYQW8qNtKhZYIYeZxLppwRLpHKliFYFj9wOijK+yPq/gV6hDmVzBFm22HUQsoa7Sa8CwgqbCUoo4OgWbxg6BOyiLicmFOBbmBcYDoOHG2D0R1yPrNNI8JIoCbOE1VaKIrM5A2bx4/BGERtyVlgtb8sFqkSplwYwsjAhmnSnILAti2HyZBEQ203NHIkDhmtAp3xhKJCRVCzxxYLUpckWSIMdEzc54Z6eoXVPdEqCndiFzN5dwNGo/xIW3q8PzFVz7BPb3maHO6cobwhuA6ZEnmZoagYtv+OOTluX/0f7MTAVp6ZNrcMNPRmRzF4Vo+fsNpF/CIZT5J6UyCbivff1+R8OUnruksqxpvam+dLo1jKt/VlLSShOceGrj7RdvlSY2/SV96cuQlx3dB35cqV7zVXwXzlyvcY9UfEzv5e3uc3rei+v8TJxXh58Jt9xXV9eYwxJF2SkJfXWlmICw+nmmFWWBzvtUf6WeFzwZQMNQntJjb5xHAuKMuMNyvOUTPlAXM8oNcRYQUieSZVI1GU5yMnJ9lPNcdjhHmhPwYGt2Knt+jOUT4cOS+Ws6zYrkpKNyKTQ3lPWd6j6oLVdKSMM0exJYSS8vAxVeFodjtmYEZShBOnUHAfBTdhwQVBloasBNQ7stDYeMaKBZVBGUFpIxGJnCXZB8wykboWTIHLln3a4E3Dqk6US8V5AKInrT+g5YgeT9T5QHr2Pmdvse7ENu7JUpCMZbZblmxxPnNnTiTTEqqGHAwrfyTNgVg+pZ80cVkw2fPoDdkW6OBRZSLmRJV7lsNEQBPaZwy0rE2P/r/9X8ndwlRFqBtsuaI6RYRVyMcHxNQh17dYmch9j3Aj680GWRWsVm9PwIbhUhpFAbe3l7KZ54uD5/UmcppOcndTozvz1rf8xaK9bui7cuXK95yrYL5y5XvIFz3Hf0js7O/lfc5faUULcXkDrS/X2FO6JGYIAcNA9jOxkZDAlhLhMqVKmFIxzwv2LjO8LJh72HSBupGXtcp9oMkjuXjGca6AkpN9Rj19xPrVJwixJSjLLATm9ILl1Yg7ZMJnn2HmI7mfWdkVc5w45A369ECdBYXydHpC6QpUQTpEUtlQdCXCLWRtsOHEjXhA0TPqitRW2OGAnjxCWbQI5MXRiBOGgZQlr8RT1pyYXUmVFhZVYVVm0jVCVKh4xg5HetESpGGUHV7s8OUtW/FI2rYUjUT0CasS5VpQOSiEoYgFGk3vW+L2L1ASQlpQj79AkVnERXQ3bs9WBMb66WW5R8wspkbXCjvukd4h9R1OZOZFIed7TPVL7PMd5dOK++kJS7ilaD9llT2soQqRdQHb91eIpoAqkecJpTK7+Io4JJRR5F/9guJHic3GYrtEEUakHhnULcFV6Fp/vgRSqUst1TX4OVLpRH/OqCS4eyppW4k+y7dpK1/lmzb0/YsEkF+5cuXK7+YqmK9c+R7xuzzHdX0Rzd82dvb38j7PX2hFv8lcVupyyXwYPm9jh6yYBnBJMElwPcicCLNANJLKRJIKeFlwqx9RQmCnQBEz82zJVUGznDAikAFjFcWTDcc5IIPHZoG4vye9ityPAndMNPc/Rw4zZj5yXgyqGaiDJ1YdagiYpmJxBpUFXlju/Et6kTiWT1n5Hi0yx+4HqFRR95/RTmdC3dCKkSwEwQtiFtgYqcOJ3lQIlYgis1Mn5qhJ0VOKhBaeJAuE6BF+JkrJKDckU+C9Zg6GenlEDBJfFgQvyN7zIJ4ga0VbZ8wcOY+C85SxLuGkgbFkt024UWB2P6LeGarhjHx1JE/pko2sNetbiXITbkocfU3je1QW6LVFy0DVAMOA++xXLNEjNxUxZVyWdG3B2maQC+1K00hHnjK5tmQhYBgJw0xnZ/LtDdsbQVd7xPJzpN+ibu5AtuA9SvZM3jOeGs5HiSkkZamoTED7iXIZiP1It3hiMHTrGmWbS029uSTyVX7XpZJ/8QDyK1euXHk31yPOlSvfE76N5/jbxs5+a+9z/korOqW3f57nyzTXshDOA6fZkrNBNQXrxnM8J8bjwqxa3KKokyc7R3SJMs08Lx1FLRA5seWBOB2JVUvVGLxzgKDAo9cJt/kx99uKsjF8du9Qyz13y2e4wuKLBncsOPcj+uGM0hLvR4TITMkQywYbJgIBkTxelyQEvqyxKdGmI7KsWHyHPf6aetozF0842hU6HlEpMJodzfgR3XRGVoYiL7AM1GWDySMyR/w8UocBmQfm0HFsb9Crmjlp3MNAEY4Uo2Tq7pjMjn1veXnUiE3Dqkg8pIbgzrC/Z44FMZeEMaC9I3pNg4cPWvz2hpRfocKeZZHMT96jeG9H7hbSr39FsRx4svT404KuNe0YibqgzxZdBqQC8fAJTjyHzRabA+X+M/RGsHu/YkyS/jGSp0eOh8SxMujTSBaKZdVyu1HYzqBMRJG4RJBMF6HqHLqu6aYDxp2IsaaSEh0UTP5SvMuCkgnZFjBH0jCiRHorcL/tpZL/KQHkV65cufJurkebK1e+J3xbz/G3uSL9rb3P4iutaCkv4sSYiyh5vbRkGjKJTNFpCDPq/MjGearC8iBK3LIwTJkuT+jCE7oS48NlUUXWqLZEzSf0qmDunjD3iU0VKWVm1lsoV8xjxA0gteM2vUCkQNzeUauECGeWVcF0toT+kcI/kG/viFFhomcJilHWKG7odzusithVw+wsSktibdE+otLHzKpkliv6QdINAS8UGcMsWwrjkIUlzh49HOnyGV+t6e0tYhjQ/R5flJy276GNhs0ND6eK3nqe65f00nI4Gc6xYFYFwTS4IVPKCNOR/n6gGc+Y1RolBXhFoRxO1ti6JOgEhxOME2q9hqbj9pkl20gaFxKRTp3Bj+Q6UIYecmCfn1MXAbOMFFvoz4Jge27NZ8gwMx1PBATiqUY3FhU00RvUy0/xaHJtkdsGIQP9JHjxEjYNFJua6uGA3u8vdRHjxeNe15hmRdGuEVrA4QH8m+JNUNWkCFQgxfy28N6cyS3L5fvXXSr5nxJAfuXKlSvv5iqYr1z5HvDH5C3/Lnvnt/I+i6+0ol8vJ2Ga3qZi2ArXrdBxgRcfv35yjW4btFKYw56Nv0c0JXI5oMTEydY8+luWISJJdGuJLARFGpmVpnpeY4sFPYPEkucFjcTve3bjC9TpgRChyhOpXJFsiYkHhiiQQlEaRy80S7tFDwekioQlMRQr7LYhHgce0gZ1s2LNkRADzIFRrcFWlGnAZYmzNTMlPgqqOoANyEoSB0fPlkxAJyiSwwnJUnQszQ3L+jmPzrBxgXUTUUlwGtckoZAx0qiZsupZV/f8+jeCtGSMDAyngKi3VEZRiTOFnpDLDKVhkE9ppjPP9CPdrUS+/28ZYsUqPhJPZ9p8Zmq25LPhICpqRtQiSErRFB7KmtBfusG7cCQVCjdNaDey6hxxCMT/z57mf5OUtxuOYoOaHymmB17kv6QoGlbvJYwIBAw+ZcTDgD8fWW1LdF1ffvchwDiiAFtumb1FSQXZw/kIqw0AwUNRgipf5y1rfSniNxODSl288UXx3f6F+Ka/GFeuXLnyB3AVzFeufA/4Q/KWv8neqfVFm7x5zLu9z+9oRX9RaadEKmuSLzBuuIih2xsw9vKC5xNGCyihXkcCBe43j6wI5MqQWos1gHccy475BMXDRxBvmPeOdnhJoRVRG5ZJofsTLnqSsRQ1zP3C5DyyvQE7I9OI6WqceM5sOjKabCuWUpGWgrEquK08mArWG5TKuF/tWY+fIB5fkbTGSg+HAzZU4BJSKrKyBGMRCh5jx2JXzFLysDLc5leUNQQDYlH4sqN1D0R9h64s2Tt0VzMskkJ76lbgWstUNdRhoAsz7TQigUJqSiFY/Ipzeccptth84FYn/NQTXI/sRoJ9hqjXKFtjHvYUy5migSwTy3ZHcXpBOkWEtESh0dPAnApKnS+bCIsVYnWDcRNynKhWFlcodAU1C8P5hDQd7sP/lXB4CayYZMNJSLatAyHx00iVT8QEU9J0xlwK6I1YHQaquwWfNcuY0NogzwOpzoQ5IkWisq9Pxk6ni7jV+vL8N37m37Ww5I8JIL/6nq9cufIn4Hr0uHLle8Dvm7f8be2dWl+uWn+t9/mrreg3nb/T6fLZtESOyyVK7u7ubUewP0OIpKIEEbF5oqoz8b2W5CMrMeAMOC+IbYVTgmlxNFVkyQ4rJiSO2VWMY8Y2ktSWhP2Z/blgVTpUITB4cgBlMhUjbaVIaIbNltBsmZTFyZqHqSEkgZAv2YVPaeOePEdcCiAlk9nRqJ718DFLFGQ3EXymNoZT+YyZghwcSgTc6g6bF1RweCdZZIk1Ga0WorQsTtOUM7ouecUPmBeFW80o6ZCrFld0CK0ILlPZyLZJ7F1HdXiBRRBCJs+GUi5smoUNZ85uRFSGV9v/hSw6tg+epjpwHDVNvSIvA8qNqMIQVjfMJ4WtwcsSWViGzwRuGmmqSH72lDo7bOwpSk9VSpyIdE9bQmk5DzVTtOTNmqaxFBjQBSdbk3RmrQfC6RXRnaBtcNWaWHeoZbwUUYwgBNpNrNY10yRxSya6CPsDRSGpbEL38mLrifEyRApvr2R8nbXiDw0gv/qer1y58ifieuS4cuV7wO+bt/z72jvfaJR38rta0Xd3YC1KSmwRmV8KUJbkL8OCyjmwhjAFijyhQg8xooYzquvAGIpdSxSaJBTql684bDV5fUeaQCiDq1qG+5l0PlFuLXF1w4t/Hjgcj6jJ024lhTgR58ijWKPqBa0m5NMd20rhdODoLD5lTKXAgXvvrzi80uz2/z9qRmzhGcWOXgys0yNWRiKGRRbkdUehHWWpiD7jl5IYoVIDtC2FW5hzS8oGnRdiYTktFS5rnoQJdYqM1Qf4aaIpI767ZXr2Y+Iw8UQ94IOnvEls+peUZsTLI4vZ0eSeKi1oo+jkhEiBUazQNvOqb7DS0KwLyvkekTInfQODYmcz+7Rmb1viqqTwPXoYyVJTlJrhVcDblqbZIh8/IqdAMoYoDGbTomqFUp62TCSfqPSRuN7RhxV2eqQVZw6nCm8sOVp0rpF6TcwNdZRU3sPx+Fas7vfooqBbSeJpIBULUgfUegvytQ9+v78Uo3MXm88XC/F3WSv+0ADyq+/5ypUrfyKugvnKle8J3zZv+XN7p4rgf7tt/G3snb/FN7SiTS15XCSPQ0Iahc4JOyakFVjfU9kFjILtlugi6f4RWVeo9RpVaBguYnrzrGIGxpNnFgWLkGjj6NaeuDhOvmFq7uieDeQ54ucZ5wIIQdNC2aw52R/S/eAJeQygStqbjlIYlo9mmlpAeUOSBbPXFPry33Z/qFEyssyJeUqEQuPLjkWuMPqMjInFrNiUZ0KUwIwwgpU40FPgfWAZHEJlVmuHC5mAxYwLW/kJw5AxnWFlepL4jEkkjO9RKbG2PcodaPI9XmZO0rC4TIqSM1vKaY8IZ1RdM8gtKRxZMVE1FfZZhREzp5cPmE8+ZjaRsousWxjXJW4q8OcFt09YPVI96chZUPtHbJOZ0oZTNnygHqm7yzIWjMWkSDOfSH5FajvCuaQqLGI+kl8ccVZSfWApyif4rEmHE6OPmHy6bG68vX1bbK+DmNV4RtnXy27ehDO/SVpJ6VLcXxW/X2etePMXou/fXi4R4nenanwXvucrV65c+R1cBfOVK98Tvp3nGJILpNOEFMtl5bSUYN96NP+opWnvaEW/nvHCFBKZJoJucbNkOktqNbLZBbTVBF0yhRJXPYMj8MkrLPdU792ShSZHsDJi9YRUZwZfoUSBetIg9z39y4GgDPW6RLQf8ngShF9+RKl6JJm03nHs1lib8RuNazXBS+RuzTwI2ucTK3HkcPwMveypljNuieRzz+bxE9wYWMgc1QY9jpjS4WXkILcsucLVW0ybsSmTT0fU/IoqnSlsxSgFKQZGWTPJFWUnEHFBuplWDdi/fA/7/hOKYY97/BXqFCikZxYV51Thyx9wwyMNL3HLnmlqkX5klV/SikeGaoceR46zYrc9UqURZUrWRqCOe/pDTWhXJLUQo0AcjnQiU2wkc7Xm8HJGVQ3tqmK6H1keelIJsTbIuuSsb6htoGRi9C1CZArp2euG8SCQwjM1t5zdDfPNwnubEbs+gJhJoqR+WsJ0ZFo8Xf1aCBfFxbpTlvDwcBGsT55ciuZNEb+x99T15fFCfLnevmlhiRCX93qd1kJZwnp9Obn7Ln3PV65cufINXAXzlSvfI77RcxwCsj+hXCCVFmV/26OZhP5aDfJ7EQLTy4l4XGiNI0wD474nqBZlM/H+xDFbuLOMuSQF0FYhu4IkNrjTgjcjzbpAEC/WjLKi3AaWs2C472lswM2BuY/4ViCNZKbArTv8+yVCe0RpeQwblB95b/wFyxLoJ8t51IihZn0jeXY7UoYFFUaKZkB1MJ0z7fIC03/EyRVEU/Eg72jFgWWRTFIxug5swTocUG7EiECSmbHeoI4LZtojY80oGnyxQgRPLGuK5YhLkvaDHe1frNF+T58zcorInUXuj0xeIgtL8WSDXhxZr9n2Z4rTK0SITMkyK8miaioxYqYDKmlObQeNov30kWI44+eM2GwRXYF82JOkpkw92YGpGtL2KcWPbnHTQqEeWVJB4R6wa0neNMxpzcIeyoq02uGOEblpSOUGnxVeVkyHy4nRj36k2awSKmrm1KLx2DQhRMJVG6I/okS4CNeU4HD4fAiQ3e5SvKvVpXBfb4fEuXd7kr9uYckbL/J2exG6IVy+cn53rf6hvucrV65c+RZcBfOVK99DfqfneJpQOWBXFfMMSvBbHk2nu3dqkN+bEIiPJ9wpYCpLSJJ+WsiPDzT5AawhhTPn05apqCk7RWMdPD5c/hs++AEqBGbV4OKA1ZllCqgqoStN50ZmGelfDUyjoJdbdMqMP/+M41Tgak88nhHblliusHkmDiOYzKaNVOKRTQhk6UhuzfxiT7KRlZ+Ryx7bJpT3hKyIpqaUmaQSaTkwRg0iE2Umak2yLQsjL0+ZUjlGs6XqCrJXrMcjs4ssRYFSsGo8uc7UpcY7RTj2vNo/p3aRYVKkEYgjIkQ6NeLLCmcCya4pWlDjns4c2Nd3TLyHNYlV7EnjTJI1i5cwgzgLHh5Giu0ayISkGVdP0VGihoTbPkOde47tc5a846YWuBCZig1y1VClTDqPMJ7pjKR5b4tv14gAfojsXYvsSmxpMeJtvSxTJFlH2q0oRKBoNHp4JPcjkYK0blHr+tJN7vuLiNX6ImSPx4t4btuL0NX68ufHx0uXeLV62+X9ut3u7/Iif3Hxybu8yH+o7/nKlStXvgVXwXzlyp8LX/BoVl/YK2LM68aasvjjgr6tqarvQBRM08X+YSuMCIz3Z1LIFB88vbQipURqhfKSuY8Y7SD0YDSst5duXkoYnXCfnmiXI+7xBeMnBbopyfOMOCV8qGg3Ett29L964PSYCSoynAK62VAKz/xqj3eJG9tjl56mszRWMlYF51evaNKenBNB1OjlwOQNxp0wp1fEnBj0HZ06kAIUsQdKTsUtU7VFq4jSE40cWbxgOHnMasRIxVyvUL6kGA+0akEMhuwsc/aMumaaBOGfj6TlBfLfPqMQZ2yITPuRQsygE6EMsJPMekX49Uuk1vS798ixpjEKbEU4J/TpRC4LSp0Q25poLcuomNUN9rZFzwNjMOgnf4VPgnh/xC4Th7AF7zn8H68otCeKhpvOo3RCGMG5e4ItNXQKqyWP3jIWBfuwgQNQSMrqomvbFvAJQaJpFTanywaTbUeyFaCRdxaIl+J74y825vLkN7aHx8fL7W9Ec1levnK+1PDXLSz5Y7zI33YQ4MqVK1d+T66C+cqVPxe+4NHU4q3f2blLM04gKctM1Sa0/iMF82vRIkuL9ODPE36K6K4ECVQ1pEha38DDGWzBqEpKlbAr+1Y0pUTuP8P/4hP6TYPXNUffMP38THo4EG1N+VRRdRr8yOg0adMQ54SYPNV2Q44aPvmYtV7YrAwx1swvH9EW9OGI7QOTqzF1wew9tYs407IcXhCdQhQFOidyr5mlxuuCBcM5NLgxs65O1H7CNoa2GohuIEwT7tMJPy7MU2YRLTpVmCTIC+TTxKwVMUlSkphXn+AbUAWI7Y6yqTF5i16VuGCRfkDniJkekCYx0pKLEhESPgsWtWHVnmjchC9aYggEYfCyxDvNeBTctZLbeuIzeYMvakY/s3o4I+QDq8oTteCgniBlwsqFdHLIqUc/0cj332O+tYQo+eyYcVWBsSVqOJKkJwTLPF/0bdsm5H5g+cRj2/T5FQyva0oVUFqAS3A+g5REW5HGGdmuUTJfaifni1Wjad5Gyq1Wn59Efe0ykT/Gi/xtBwGuXLly5ffkevS4cuXPha94NN/4nT9faJYTKguw34FH87VoUaXEqkh/dkRl0G9mtqSEGBhjQbYB9zjgJomynnrOFOEICVy2DA+JcaiwSZFzwN1UpJuaecioqiStNswKpseRZCuCLUlKUNkZKxZchLaJ3OYjs79F+8AkFY0JmMrQCMXxZU8eztTP76ifdIiDQx4ER1dglaA2I6NtCAtYPeBNR5kVPgacaXH2lo1ZsPNAtgozT+SHHukCtpCECKNuqdPCo7mhSzOl60lakYRGRUf78f+byWx4bP+aMgtsmFBS0Kwk4aMjSpzpqzUhlMTzgFlpCh1ZXABTk0yFS4azuCWkhnLwJKUopkdgoiwiPm7QraWfNDc3Ei2fkqWibAy92lDGiJwHwuiIukCvCupO0hQTfu948CvGWF52hbiRVk/kcc+oWhbXsFjFuh7wLjOfFqq7HUJZwnFGydcN2vMZrCVMnj6VuP0MUqG2LVZBpWd0jJfu8zRdvM5fFKvfZIn4Y73I3yp8/MqVK1d+P66C+cqVPxd+h0fzc7/z9B14NN+o75w/Fy1VkXA60TuDDBfHRVo8cx+YjKJqGopTTzrfY4set3d4WxA3d4h5wDmF3XTIsPB4H8B6ql2DuG1IPhFOA6dUMZ0ElDXaCsZDpNSaiZq6GNAm04c1+0fLkyeWcLMlHn5FfvWIO83YwUOlESdJWxe0lWMqI1UdqcYe4SdUuWFKDfu8JciCEk/ZaMIP/hdMazEv/l+Ec48OC0UeaZcDSRcsssLOM8pqQneHSy2zVpjoKcJI0AUiCEwKOD8S7z9FbitOuaa6H9mqlxidiFkg0pExeLItoGvxFMx9wPcZUNR5YBILOWoyJVNxQ5nO1OdH4nrNeQ+zGDHDEU8mbD9g618hVy3jEGnMjNUL3hsq5dAfPKfaGtLdDcvR8+qVpu0yOQQOk6S0ik7OrJY9p7FiPFb4H0nKVUGIiWURmAKKVUGVRjQZmoZ5zjx85JiVRjQNqinRQeMT+KJl1Rn0G0tG03wndf4539aL/LXh41euXLny+3EVzFeu/Dnxe3g0P+88f5sG27vWCTsHzqHrmvVW4kXidMzATD6dSEFRVYGVm+mtprh9jo9niuMLTktFeDnQWA+AWlX0v55QhUZGRww10ljk8MBpMZyyJARD3SWePlf43vEwVBSlQpoCeYLxEFjKzL4uEWJiPZ8Jo2dZoGgKpmgoXtwzLobFNujzQKUDk2oQQbCYBm9KDmqHnU/I2pBv36f+yzv04Z5ivGcZF4QR9KGkKxsK3yO1xqUF5UYOoaDWMzJEYsr0xQ1+tcWEiVYeKOYz4dWnTPqH5KbBpZIqzcSkKCuBuRUU8QyrHS5ocJlp0RxSycadWIQi9SNhtcbZLU4ldjnR3FmUTuj7T9CHM2J7Q9ko2LWYsWdyinBeGJYBvRNkIQlFh2o7pIg4lxlSg10OrO8K7vsSOZ+o2kisdqTQYu73qOOedNphb2/YPOlYtREjIkoGSJfOb7h9xotPBEvjacqIXLekfCnL9GaxzhLodt3b7X6/bz1evchXrlz5nnEVzFeu/DnxLTya79K+RfHbFs7PBUwKqOEd64Sdu7wQoAvFbTWS9wv9Zz0IwSQk5vhAPz1i3nvC+onAuw53OuCihOjJwpFjYjok9n5F0WismxHDjLGSMVcMXqNbTQgCtz+jCoOpLNGVBA/noGiNQa4kN6rHOUO+vycuj0QX0G5Bek8jQQZPfpTEcCYPA84rFr2BckVCoiO005nBVvhmze3WYtOI73vmQSK0RspMr2qKZaSUoNNM6FpSKkluRr4MZtMAAKKTSURBVOuSlCJCCJxtcaJGdSUjGtlktFCkeBmKq+5a7t1f0DSJ7lYhcmSuTpT9idR1qIcDUu2pioZBr/g4/ggVFzZ1RKQ9uagYc8eqEfhdJq0Mj3uDkS0/fOZgK1g+KQimpt7N+HugqlBlRdSGvs/EKRIbwXqVoZwZloaSCbWKDLGkKkCYgqmWiD6hZSA+PGJ3HaU2bzu+xkAI9KNkDIbuB7eox5fgZpQxKCuZp4R0HqcSsV2jlPrW9fj71vmVK1eu/EtyPepcufLnxtd4NL8YX/tF7fuFmGbgKwJmmChSoNpVfD4rqNSXYruCMJxf9oyf9czO4pXFRUXnA7HbYmJEPb6keP4U93yNf+XBZeS5J48OUVaIVYcwsHiNl1vWZWDoOs4nQ3feo2dHk3umQZL8DatVJoRIaxaefLjCtgY+/pj55S/Z9h8Rlh6tE2o+k7QhlA0pCcYxU04HFlMzr+9QfY9PGooC9fwG6QxLviM1GyZeoT56STicmWyHURpUoJgum/5cKgn1BkIklLeY6gYVFmQIlG1DuttyOlYIq4mphBixMrCygdQ1VK2mHke6uwbVlhAC4mlFygkeT5j5gTKfMLcNQ35GlSxVsWLqPWJxxJiQmy2P3iEPA9lK2sJht5bcWZAaJ0ua6UBcdSyTZpoEt+2C7cCdR2gbKjHSkIiNZy8ENjvaJ4ZjD+NwOXkaH+Hp+EDeW5bFMt8IFlNSlPLzOotJMHl5WbpXd+TkEcMZFgdCYFImJgjrLanpyN+iHr9WNF+9yFeuXPmecBXMV678ufIOj+a74mu/GNN8Pr/dAWEtyBxJaWFOFn96h4Cpa8IcOOWGg5gRneROOxZp2b8MIAvs0xUBiTsM6O2EWtXo85nRWZQ1lOtE3B9oTkccBr1uCMdElhpR3yBTwbCfWdUR221YXi6UDy+xes/H/inTpkL/m2fsmpEkO8549BihsNjxFYtbOIsN6tWZVDYYFYkucfAl93ONsmvadKQQYHctOd2yk5q0qvD+feaPB4TW+PUNoR+YY2C36kmqJLmBMowEK0mbJ5hui9h/RmEMedMyzpasLPOc8LpBhZksFXnqKfPMbJ5Rn18h1xl516F8ol0l+kOBET1tC0v7lO6993j/5Ql84hW33NfPaJuRm/yKYB1Jaj5yzyg1WBOxpWFJmfQwk0JC+55wFOSioPYj+jyTz4Kle4a6ecZ6pbDzmV0TENYzPSYyhlUHhwTnlwFzvseahFcFIZU8PCqmxbO5UXSbyyCf7+7wSV3CLqRGbHeX4hpHiBFRKbyoMZsKaTXj+PX1+K445W9T51euXLnyL81VMF+58n8Svk187ePjxVbatq9v9AklEqqWzMs7BIyUTGePG08Y16NMRBiNlhK17dh/Zpj2krqRBK/R5xm77UjDRHycKO4MoS4ZzhCmR5ZhYhwytpoYWaHbgXLskWWikoIYMqouUG2kmo48Cx5X/RVZaagr1A8/oP/1jDo6ZKWJucObGhlmNA5hC6ZzZpoVv9bPUAmibqgYGFOBNCWFNcjg6cOCSiDWG540PTLD6Bz4gNmVZFq8K/GTJfUL2U2kviA3G8q1xM0ZNfc0BlzRstkKGiGp1UI5T1hgvyx4XeBDxhx7gjUU5wfc8EhWEbNeIest0cKqjORNicUjjgecKFl5h5cj2TZ4VXBz45hSw2Fp2DERTw/4MfE4FUCgUhNVGrC1wa2eIFY3NJ2kkSNq25KNpxl6ZGsYloTUipxhawduNgfk5pbgBFZ6jJUEZTjdj8TJodYtTluG4e1iv+1Wo9vudcxgImaJnxXV6xr6Q+OUr1y5cuX7xlUwX7ny58I3TE0lH0lLQioJ/Pb9b3ZGfC6W4UsRXsYonLu8zZuXj5PD7Xt0WTGjMVoSVMl4Csi4ULaSODmoLJNXHI6CJi9U25oQJPM4ErJA3D7BrO+YfnVkDpZxe0Phezanl5THiJEBVivMPFKKxNmUnKYN2ky0RU+xJI7jliV3LOv3kM9uqeYj86zx9QptMsG3LA8D+XRi7zt6IXhizixDRlcON0bieabrHhhGmHPB+oMV+dm/xZ8k9XRPFRJi/4IsWgqbUMExpIJ99wF5u6OoNbd3UKuF8ydndBKU7Yk5eUohWRcjhY6c6me4AGiFLloejpbT5CFPyP0JNc6Mq6f46dJZL9LIXJSIlNmYA8t8YHocKPMJds8xYY9sFprmFlSJiDP64VPMr/+ZaLeousD88AmxrFHzgVOUeFnSLQfsaUFVBapUNBtDcDMpwhI996ea5TjxQfwYIxwuJFrrKTpLXAJaZpKQPB4FuqjYVpKVutgsxhFevbpsw7ZWkVCcz5dQjLb94+KUr1y5cuX7xlUwX7nyfeebpqZe3y/HBXVKpFmiqt+eqgrhIlC+ZLlQCuwlwkuWFSF8WcCkw4kkJHq7Rg6ZtO+ZkyCoklrPWKsZpCademRVET3gFnY7Abrj8LJgipZqpenmiZoCN0cGd2B++UARX+L1ipALOB1RlWSmAJEpbEZ4QToNVN3IvbMcsma3MhQffkD8eaAiEbHEKJlPmXBcKOcBpUqeFgdCkngvOCPQOpJe7smyZuA5cfcE+7SkKATl0x9hxpZNk5hbwXEuke5AYSRqW3NrQDVnikLSuAUvDMl5oig5OcttOTBNBXPIDGVLVjDNUKUZKUCdTkxRk6uCIhrE7g5rC8RxocozTXKgLfuDJIueKivyuiANJaWOkGEtjoRpw/puoV3uaY6fMVQas15jNiXCOywOs67xTpFOC7MybJ9uUXcVpHTJZ/aZVDc8bwfURw+MTKSYOaSWTSEo2xJZGpDgdcMsNYV1SKNASuoawhJRKTFMkr5Xn4daNA08fXqpsRj/uDjld/J7RW1cuXLlynfHn41g/vnPf86HH374P/tjXLnyL8s3TfHVNW+Moqqw2JVkHhOq7y+3bzYXcc1bL6kQX3mP12onjRNCWqSQEC/vIXNErrcIAWbTMh1OpGOP7lqy0MjFUdUFuqspbaZaJ6KLTHLFpAznJVOuLVIkbB4I0iPDRJoyVdFj9yfawwtcNiijCN0GeRx4WlrmdkefNNO4cP+xpM+vSLcW1Sbs7RYfPMX+M9JHrzicYX6MuD5gRKKykSATqahIpsEvMzlCmgPzOeKf76hXinHIxNNA/UShq4Kp2CCbQDn34D1HsUG5gZV/YJpX+FVLvi1IqzvS/gExe+Zix/GmxL78DclHZKeQOeC9w6sCIRVSCZJLyDlgjGOJJaq6bCcMq4jrX9LEgYDD358Rtz+kuHmP88OCP8+YErquY5WP7OIBIybEumRYJKaSuFRgKkXDGfrEtDTIeSGvdqi6uPzSlWJJliwc5bZG725owmcoAXhNejVQpBllaogRPZ9wU8LVW1adv/y/jBmznFmlhTkkdJbMY0HZVdzeatr2y/tJvos45c+L9/eO2rhy5cqV747v5ZHmxz/+MT//+c+/dNvj4+M3Pu/nP/85//W//ld2ux0Am82Gn/70p3+Sz3jlyr8I3zTFt99/KZfWqsA0ToyLo0gDcpxI2xucqihKTVm+FSqf8zrCyz1OVHJBhdcRXkWBWmVstsxjpCwz0/aG8QTNOIKW+DGRtgXNbUmzMwRdsf/1QBML6jWU1UXgL0ti/mwmLQvp7BBxYVUE0AnTCcQY4PEV6+k3iL4nd2vO7g5TP6VdGbwu8Q+PFHKDAOyqRMlbonBUj58hlolQGkL2xCwgR5SSiKJgx5khW8Rr4dvVJU0vibGjbDVBWkJeEepEb285jaBPC+3oydsdaZw55g6fNd3Y42dJZMA1N1TFgKwjU3NDyq/Y6ANuNExBo3Jiu3zMfr5h0TXnUGB2N8gmUg0PzINHPNsxHz5C7x/BOaplhjwhjCQUNcWzhvVuT1kZcteyK47o4yvssyeo6Ki3Fev2xJJG5j4QvGAZA5EVprWgBIdeUQYoC/CjQ3Yt3gWmWTDmhrFryYcjUjnGBCZkRKFJWRD3B6p5RN6+RypL5HCCFNCFpa0kpUvM54mt9ZTtb0defCdxyt8m+uUqmq9cufIn5nt3lPnHf/xHPvzwQ/7jf/yPn9/24x//mM1m87XP+/nPf86Pf/xj/uEf/uHz5/7t3/4tf/u3f8s//MM//Ck/8pUrfxq+aYpPqcsU3+3tpQF3DriHE2kKOCxj6DCLx9JTrT3V7iIsTqd3CBiv0ZuOqqlBfsF46hzVdMT3kegTtZD0XcfZNUg/o4vI6mlDuauZdMWrR81pyCg9kdYV5dqSx5nzkDl9MsE4UlaarhKXjvZ6hwojG/cx7vE30NTE9S3ReXQRueWByQWc2lHVnuA+5XFaMTGT5kzuI1VRIZiplwNt8UiMgkcpsf5MY2eG5hkpVzBMUNbYQqL9gVQpOjcjU+BhX1PYEbvaMKqOUK2oyjOiiAg5I7uaeRZMoiWeEmFcyLdPGGKFSTM29DSdJOSOJZcc1Yab/OKyGvyUWPJMsxakpsRriY6PxNMjRgwo7bCbBsaEGAeoNVXZc74J+FQiXYsuJHO1ZlSWrUqYp2viZweKJqPNgo4zZQn9MCBfvEJEw7J7H9duGV+cOWuLJCGtxm4bWCIsgbpMZFMSgqa/t4yuoJYREwJzH6h1RK8Ns+lopEelL5+8Ca2wqwoj3h158Z3EKX/TSeO3itq4cuXKlT+O751g/ru/+zv+4R/+4RsF8lf5yU9+8ltC+6c//Sk//vGP+dnPfsbf/M3ffMef9MqVPzHfNDUFEOOlATdDPE4YAmJdESeY5oxzEXlTfH5JW2+7bxAwis8HBkOAZUFPA3XXcTgazkMie48LivWuYft+g71bX4bADon9q4htKkbnOf6yZ+4jtu9JpzNif49aBprtjmI8MC8J2ymMyKjzI6WYcdESQmaOBUJpxl4i5hFV1sjtE/bnmpAi+38+sFM9Ok+4bDi173HKElMdkC8/RSSBVxaRFT4r9PmeBMS759RPByqbieEeP0OYE1IaZKvw00iTBW3XU25vCfsD0kTGIFhkyTAqRCophKdfFQQHag4UbYXUFdMAB7aU0yNheWSfLOeTowkPBHnH6AzC58tQYXxBngJD3WFEwCeB6gwxCfRpQn36CdPNhwzcUEZPa8FI0KbAeYuqKwq5cJxq1DIynSPuMWBQVI3mSMU8SszhRNdJBrvhVd9QIrlZJ6pOE4MkDp6gE/mDHQ+feB76hbYKVF1kdbtiaJ+RY6LM48Xv/gW8v6SuqOp3R178UXHK3yb65Rq1ceXKlX8BvleC+Wc/+xk/+9nP+M//+T/zH/7Df+A//af/9K2E8+Fw4Gc/+xn/5b/8ly/d/uGHH35uy7gK5it/dnwhweJ3igGlmCaIPlIKR3gd+xUjtE1iEYKEvOQs3y+s6hpdqG8nYKYJzGUhyPjo0NKyu5Vs1ob+0zMuN4zULC9GluNCf0gwSFZ3oJLDn8+kj/cMk8PqRFkr/DkSPnlFSGcqDdQg/EKo1kwrQ5FmajHi7A3nQbCIgrpQlM4RO015u0JsWtw/zzw+DDzPZ6gsgo4YMrVZyMV7FP2AmhdmfUOIkJsVicR78lN2uw15mVH7j5loeZwKWn9gVk+RdYntLNVpJBwt2UNMErHfM6qnhMlTDkfyzQavKiQDWQrGYFkJiWxL7GnCDHvK4ydoVdHR4VAIIWjSGVGVLGeFEppD8wHN1tLHCm0mHJrcn0nRY8qCVZe4Kwbm5haXDX1ucHKN3e+J3hLuR+LiEKs1RvZIkZlu32fONUVtaZ9qlqQZzz3FemAlFctDgt0WrEU3BZ07sVSJqAqe/Lggh4pmnejMgtq0bLqKcOgJU0ZUFfJ1soX3bxu93yby4g+KU75GbVy5cuV7wvdKMP/3//7fgYst4x//8R/5yU9+wt/93d/9lhD+Kj/72c8A+Pf//t//1n0ffvjh5/e/i2VZWJbl859Pp9Mf8tGvXPnu+aapqRiJdYcbIsaKi1c4GGK8+FVZPEVtCD5hGoGfMtOQ6Ar1+csrdRHX3r/tNksJivh5524KmWgmSuEgBzAC/cOOeRYcXp2Z54yuLLZK3MYj9acvWKaEpGB1W/DZcUOte2KKTFNB2lrK8z9Tzi9IYyaiiMoinrRIOWJlpFgMLgiyVYzeEFyBcgu3TwJC9fRFIIdAqGp2m0gTEqSIHROLKMgSWvmIqA2xqammic4f2bWBuVjhX42YHiIjaYpU+YzINWjFHAPjmEjLgGkMyZaQFkLKuKwoQgS/kOaFugLf3TKfenofaLYFWWeedDOagnkpSKah0rC4yPLygF1XqP6RJCRDdYMoDdaUdObA4RH8eSaliFkmlpMnN5KyGljSCt9tKVaC+OpT5o9e4ZeEthL363tIJ6hq8pNnxMlSlTOd+wzf3uCrmrYO6DxzCoLx5CnHgCkqsDM6ndk0kmZtyBFWdUDZArmuUDoRtGKawflEiJfFJWX5BVtF/EMiL74F33TS+AdFbVy5cuXK78/36ijz05/+lJwz//RP//S5SP7JT37C3//933/t8746IPhF3gwAHg6Hd97/v//v/zvr9frzrx/84Ad/2Ie/cuVPwRtFMk0XZZvz5fs0gdakzY4kNNIvxJBxc8TICEOPmCekWxCnA+lhj3EDy5SI8fLSIVw2/716Bb/5DfziF5fvr17B+ZgI7rKIwiWN2XaXxI31GjYb9G5NWzp2nUPWFYXN3JZnmnxmocCpgiIuIKF0Z2Qhqd7fsX6/ptIZyo5QrvBDpv90YOlfL1DZ7Sjfe0JpAtoKmkayaxdqtyemSIiKMRqqVUHZSJZckiaPtIr1eyvS+oZFNeSskDJT2ZH1Cp61Pdtbwb2647NfLIR9z2I7ptUzlEqEKBDLRDe/Qh/ucfsJDnvmWfCp/QtemPdIwuLKDUd9y3nUyNOefViz735E6tY4WfJwNtjlRPSJuL4FqVj3n8IyMxZbzr2CoccsPVZ6ysNL2nBkZ86gFHmYcUGyBIVeJioxsiTD41HyKG6Y9Ir9AxzljkGvUApCliASlDXL8w8pbreUa02yJVloVKEwKkNMmHXF6sMnlzTC84RLmtBtKW5XrMsJkx2KiGkrzG6FKjQ4h17VdE9qNrV7UwJ03UWren/J66Yovvsu75uTRufefb/7E73vlStXrnyF75VgfsNf//Vf83d/93f80z/9E5vNhp/85Cdf+/iHhwfgrTj+Im8sHfv9/p3P/W//7b9xPB4///rNb37zx334K1e+jjft3Deq9Zt4MzVVVZ97ij8fgFqtkHWJWK9IdUuSEobhIpK9J2tDsgUUxWXgiwTDQHLh8+CB8/mSPpdDpJCe5ONlhfYgOQ0SN6e3V8SVAmMu370H57GrEq0hTxN5cSgjSaZk8QaiJwmDDhN+zhSriid/2VAXnuU8cfIVg2gRXYvqLKaSYCz944KsDbaxROcp/IAyCikkL4+G82QJtkRriROWh/vE/W9mXJIUjabqFOv3O9r3t9i2wG4bmh/dsXm/ZQ6W6Tf3uCXjRElOUNtE3QlkckzJUocz2S8kl3g8ZKK0HO7+HYfNjyitoyglrr0hdjcMux8Qt09Ybn7AfPdDcAGdFuZ+wX/yknL/MfVyT7s8UIQzXRlY5zP59gnj7gd0haOTA8Wr36A/+SUEx1zviLsnnD/83zg//Tfs5RNepKc8pjW/+h+eZc6o95/Ds/cJN89Ytu9xuP03uO1TANLiUWQihri+IbZbUtPimw3l3Zp6pSlay7ZZWLeRza2m/OET8vaWOVvsTYdatxc1/PrE7I3JXRUaEyZyiJxPmcND5PDZxKHXnMMlx/s75xtOGr9d1MaVK1eu/HF8rywZX+Wv//qv+elPf8pPfvKTr81h/vGPf/w7X+NNZ/ldYhqgKAqKonjnfVeufGf8MTmyXzM1pYCi0UxTh33PksOBNJ4Q1kJV48ZEpWZUZYn1CrF45DIxhu4ibkJA9BOVuHyuImems4FNSUiS5Tghy5aULh/l87efZ9AGYQxGRvq9I1iFnhJZGqLQzE4QpUdbhRaets2Uc8b85S0PaKS/CJ7KnRHLQNm/QB8/4zG16G5FnSLx8Ihrt0RTIR4fKU+J/OQ5wQiKumLV/wpnLPe/mRD399xsM4UWqLaGmxZbrcnrJ4z3e8r9K9ppz9YcEFKjphG9ZCgsImikD4j+xE55hqJiX3zAGGo63xO1ZTCaqf2QXDUkFN3zlttNRhRnxiVhNitW54Xt48v/P3t/lizJdaVpot9udGtvzWm8AQhGBFBVee8rJYcQOYPKrBFExQyKUiMoiZxBRIygMjiD5BSCIvVype7NCkQkic7dT2Oddru9D3qO+3HAAThAgHQS+omYOGjHTM1UddPk16X/+heFONCPFucVweSEfqJqbpFCoduK6+wDQtGwSv+C7UY6WaJlYJQ5GzooCo75JVOogY46d4QscbWbsBeGk8/o4xozHjFpZHINvclopitifs6UtTBOUJRMyaDCgDkrMaWi68AUkugTwkcGqxhHzTRuMWIg9xO+m9DZG+IsViv8ceBwNRFcIssF2bok5iWD07jDj5Dy9oNEbSwsLCz8fvzgvzS/+c1v+Ju/+Zu3fv0//uM/8otf/OJr/37frPd1lgqAf//v/z3w5iry/XPfNXVjYeEH44fKkf2arqn7rFvrc+R2g+16TIq4g0VngnxTQlPivKaoBUwTExWKxHB9IMODlgjv4HSi3O/xv4X8SUNAgBm4TStkYYg+ooIlM4YiV4xdJFMRrSK902yMpJCRMRcMe8OmiOS1RkRPHCfCZLHlGeXjSCYbRFuxSgdCNzB8UjBdPWcaDOMoKHOJaBrGfIuqCoIo4MWJ8f/+V4qnJX15hqiOiO5E0USmmOFkQpNwVjCe/SX5e+fsj4Yq7omPHuHHPXUV55HVtzd4HzBuQNY5Y/OI0FsMPe1FgepO6NUjzHlNsorTdUGoG8zhim0T0H2Pkx67M2zLxIXZocSIPVgEhi6rECoipKDJLTE5nEqEZsX5kzXdICmbM9CKw7/9ljwlCjUQzp4g2xqtElbMSyYi6I4RoyJX1xKpBPgWxg3rw2+R/SfsksCVnu1jjRcFAcGLnaJuBpqtJpiSq6tZa9ZFZJwEp2tJurt2W59r8rzFuYqDjKxaic6/tN60ZtAtvqko81cXbwoo+RFT3n6vqI2FhYWF358fXDD/4he/4J//+Z9/6M1+o6i+rzz/y7/8y1f+9vHHHy8JGQt/XH7kHNmHBbg4Saa85iQy6nWiaiQiU4z3iQa1JI6JmCLKjSTnkXWG6A4wTQg/QZlDP1suvK6IvSeMt8S6wVQZVCUnUXLsBjI/UKwMq59Jrm5nkZyFkTpL+O2KSSY2+pZST0wY+kkQZYCqpmo8eXeDlhG7ahguV4RJE9YlKdMEEwlyxB4S2e6EzDxFkYFRTH3ANueov8gRN1dk6gYXcpzyxG3LoXyP27Ei/FtCmoy0eUpIG4bLkeSfIaeBY/mUfLzhLHxGbiqUTARjiGcbzHsfMP7/nlNjaZucbbRk44mhu+YYDDI3pBDJjy+ooqXte9bsSIXkhTlnZxMmHylFxyhKrpPCEMltzxQy8lUG9sRJrGguW1JU7G/neBNZb+g6iepPVFtBeZ6x63PGA3SjxIlIXSXK1BM3Nc/V/wtZdtANiHpgawrq8xySIROO8tEar0tS1NT1rDmltdz4kiQVFxezKH+pP3PFMCgGC+2Xbr69THkr33zx9vumvH3r5OvvFbWxsLCw8Pvzzt/L+vWvf/1atvKb2Gw2/PVf/zW/+tWvXpvs9/HHH7Pb7b7VA72w8KPxB8qRfVmAyyVrJFMQBDQxQQoPEg1EJCiBDAnshMgNaeghBARAgmhKwIAMTBPkZw3njwRjyJmKNUkqMgGOktg5Sm1RleIRE31psM+PCAF6u2Z0AhEGsCN5GqnOBXorGWRDNt6igoaUCDaS2yOyityQwefPyPKJpjlDSoXQArcf8Ei2T2qEVoRqIuqGTCQ+Nx9gyZAioUzGDefEONAnTZ1HjnmDOv0OoR37Q4643jHtBpCem/oJ1fYxcndL1jYcz38GqsKeSeKhY9qPVO6G83Giq86pZE/VjViRU5yV1PTocET1I94lynVB7gLTjWDcT4Qw4Zpz8jDRlyu8LJAHRziOeLVFuYyirtBC4Z7v8Vc7DNDkHp9yPBWbDXxhJXuVI6YTwVpMY/FNjU5wSBWV6ZAfGKqPDOcflJgmx92emKZEnguqJqHEPGYvaI2sS7L01Wu5b1qWP1bK2zL5emFh4V3nnWn6+81vfsNHH33EL3/5y9ee+6d/+if+8R//8bXXfvzxx2y3W/7zf/7PL5/7+7//ez7++OPXIuR++ctf8td//dffKrgXFn40vovCeFu+oXFQGUW5ydlU9mGoBW17JzysRVU5eSGILmKyhOvs/D3sBDrDWjC5JPgEWpNLiy4MTR1f2+bmQmPzFSkvIcsQKVLKkfr9M9TlBZJANvXEskb8/C9o/uKSzTajCQcKd8A7AY+fEJTG7XtKMVBtS7Zxz5odejxix9ku4s2KKCS6P1IxUJSSXHh2N5FPbgxfXBu+2FUMokHJxCbraM5zXN7QdYIYQWMJSXKdzviM9xFtg3OK3ZDz4neR06DYyzW3U8Xh2lGe1WzebwlFQT9oUkpIrbhsBkrl2T7Oefy+pswCJiW0CmjfU8UDqyZSnRv86gKzablcW2Sbc6JmetERnr2gdHs29UBRJHxU5Kdb6ouKaX2Ba7ek1RodLPqL3xIPR7bc8LS8peiuya8+IZ6O6OFIqS0X9cj2sWH78xWqKTHSo0qDPN/Sx5Jce1SYIMzqONYrotQvAyi+vJTeuCxDQAaHTOFrl+v3SXm7dyzd9/AVxasev3sn08LCwsIfm3fm2v3DDz/kww8/5B/+4R9eTub76KOPXmYzv4mHvuQPP/yQf/mXf+GXv/wl//W//ld2ux0ffvjhaxXnhYU/OD9kjuzbluHuTM3KDqh7z3SYK4v3qQKlETgj8YNHpMgwSjIbcUrOXzNGpBSYSiHFnZpKc4VSZer+fyKkYKQg6Rxbr3GnidPO49z8WlEJdBHwSRFqw/bxBWJ3i36xwx467DTBv30C+x4eXzIUKwr138mM43CK2F2HbBUuVejthiAsN/+6Qz5WhCbnxbDiFAuac0cdLYyem0PArwuoSvYnhekiZ/EKQgeiZAia1G45pozaJ+p4RMkR7xXBalZqRESH6gOZG8nrNUNRgfVYr9mFCr0u2RqP8IEQBSkJGhUgWKQbsFojTY1sDcILRCXIXUQHx3ESqCmQbTLS51+g00CZJ5xRuCxHCYXbT7jkqdeJpDUORaN68nLkWSm5vCzIK0kYDxw6DefnyFWLjZpjlyhUom0j6AxftrCpQL/yOsjwasm9qSL82rJ8sO5UjOSDZOhyyu1Xy7/Wzsvvu1SXX3MshQA+oqSkLNUy+XphYeGd4Z0RzJvN5hvF8UM+/PBDbm9v3/j8P/3TP/3QX21h4fvzbcNH3lJhhMkTdwdknCuHX24cDHcVQylBvUWqgNawusgZrk4MlWQYYXISLSNloSikxTQlpyiISczDsh8K+7t0jaybONxEskJimpzONOyEQJpIRPK47SnNgFMl1zsYnaKSW1IYoXtOOnQQE67ZEEVOGTq0icSyotx9QYqO3vfIVmDOK1ZnGfud59knnv3ZmrStyJQhXxXkWUAe9/zbb3PSjWc13fA/bWHsn5PdXLMvaxAgtWRDT55LsvYxkjNy7cmCw/kOcTORnzdkpeHm1tB1BXWWoaKjbvrZx20EMQjSfseZOmDWQMo4nCCME92zW1Ju0aqGLGMYAwjJSa1Jj59yLCsKM1L4PcXpOdJl9Bd/he0Dq7gn5SNZXaK2G0yd0Q4nXviCvt5QDCfac4NctTgv0FcW3WhioakqyHC4yXPYJ4rV3dJSCrJXa0yp2XbRdXNS4Jev114uy/TVhtVSRtz1wPjckZ2vkEYTI9ghzOvHSF6OV/8WXjqWpIfjMN/luL8YNDnGlEyTXiZfLyws/NF5ZwTzwsKfLfcxFsPwekrGg4rvmwhhfsk0gb8dSINHViUm3etehc9KhpuBaT8Q6/ZB0VmjvyVVQLclbXJU9EQXSVuDGHpkJlFGQ1swXDuGWFC6gKrvhP3dPXTXeUxpCFIiVCR2A921Q+oVWZnhp4DyE6pWpOC43ku6TvGXFw5zVhP1zwn//bfw5BGtkCTryLs9tu/osxq5viB8ekV3uoVR4saGLPQ8mW4QDLjPQftrUrsmZWfUJjLZkZURxGTZKM95umLgmkxPOBHoraJxFiEjRkSq8xobNC5O9NUaXtySgPfWFXmZoAMbVuQGMttR54myAWksbkxk3URdCagLkqkZnydCppmKHJNDOfXYrCJEGEKO1h5RSnaT4rbZslqv2Zk91c1vMfoKVIUqNQGDWtXopiAkkJMlK2qyCd7/sCQfLKUZGfISZzP6ztKsJ0pvqe2eusgZ9ge6PqfdloTw1Z/6spxzuO/tFfeV5teW5RsaVnWuWD26W3fHgVSUiHGOJixNRB8l2LczIMcI0XqkPcx2EWMge3UxKK0j5Sti1ItgXlhY+KOyCOaFhR+b75gje38HvOtgv4foAq2fqFYGqWAcZ/1dVfPQkRANGRMyq4hCfSmt7htSBe6+lxIC9ewZDB0QQOZ4XTDcOKwVnCY4Ok2pS+oCZDfgOo8oS0yAqgVrFcdjSb8fyDcDedGSaYv74sDkBM4m8kkShYK8R9QZqspRjcG6hGxyorXsj5B2nqO1WN9gnSMWicw50umEPx0YyBmriot6RGZ7xOmaFJ7TjY/wPtE0hr6LZKEnlyPycYO4cShlsXvLmd2R1Rl1WdCf4MSaLCsYrgPiqqdsFdfuES5UvNjNFxBet+jtI0x2xRA12iuybCJaS79aE2IGg0RUJWHzPvHGMrmRoBwOgY6JOhMU4oDtnpGXWybbILKWo9ig03MqGZlWWygk6cUt/cEj5BFVGEiJeqXREZo8EoJlvBoYjgdQhjoG8kOPAcx5wVRsmCaJmgbWZ46JFcOgX7tecw6227nC7P0blqX4+oZVraE9N1RdR0wjskhvvPPxbZGJUoKcBqL38wXZPXcpMrEbEGlAysWTsbCw8MdlEcwLC38I3jJH9mFks3Pz20wWcVeRUy9pV3NT1DjC7e1dk1QlwSZIEaXVd0+ru/9uYs5o9kFwuB4JpsJsSs6Lmi6WnEbNMAbWcRbvOofTaRZc90Lsdm1oiwmEYdqfsDuLDQU2GjSW7PgMhh083oIAlEYVBn+cIEFanxGTwn42MA4T1jQ40+B0QXP8ApPX2GJLogCdMWYb1FlO0z9HXX3MrnyMzhLhxZFB9gxbR3NmQDj07RVi9QhZVvjVGV1R4Z9dM3Y9h4ufcesKCuHYdDv49IaUW+Sxx2SRoThnqFdEeUshI9MUUbtrppAhmjNkJqAbUOsWS8up1oTbA+f6C/IAsgSOO2SZ0139K9n5jlE9JvSRPE/YpJn6nFAriiDJm4yAwkhL6i2TKFBScN56VmnP0AQGvaUbA7U40bgbtK9IzQccZIs9zhVZIUq6w0B9PpDV7dder70xzs19e8PqS598u3r1/HeITFQEcjExYt5o4nAYCjGhqHhbm8fCwsLCj8EimBcW/pB8S47s/R1wY+bqsTGgkOhSMtjIOCqaZtYwxyOcn/PGxsG3Sqt7qM7rehY2zjG8GAlaUTxegzEopWgDFA6GQ0S7SFFJEq/3M+Y5NCvJcEi4U0ccPFldUiiLixJ703On4nBTRBqNKguk0PQ6Ix8tm63AioLdZx1ld0WhNVe+ogx7avuCWFQYe8TEgBsNvgv46Yw0JZpP/284T/SrD+bp3SnDXb0gRoXMNFoJYgWpE4juhB88cRjJc4MbO3JnKYcbTOWRQRAGUNEjjiea5BmKM05n79HqAXk8cSNWFBWU7sjYS27kJf68xHcW4U9UbofwA+nyKaq7JviRmDWousGMByptCYfDfC59hbMTWTWQipqiychDT1FCTCDWNd3JkUdPowbC+ZZLVVFfQD4mpBdYUdFFTWY067v0i9MJXuwMx27i7MOKtlUv+1Afros3Lstva1h1bv6Q1eqrf3vbRRgjpYk4JOP4yk99XwFXmaTMv0dO3cLCwsIPzCKYFxbeER5GNt+n0WUZIGY1avyAteXLCLCX0V5vaBx8qzzcN/hTgzLYwpCp+W8+KxmO80dYC/1RcnMrufCRslFYO7+vaebPUyLy4jML/YjOoK0Cwp1QL67mXOizFdeTpfr0lvT4KdnmKfp0g+tHamnhpmfyBbKt0OoR/YsD4nBAlQkdHOOhx0dPne3wpkFMJ3ZOIkpFFILDpyf2N7dsLxR5Dn1XofYDqyaSVitk3VLmYD/+HfbGk2/WnLWOabzi031Fkfbkgye7VojxM4rmEadsRdmdSJNlt30fuV2Tdb8jAPmZZpCS6/oCmwrWuqMajkh9IOs/JWY5wxSg3JA9zjhvRjizTPuJ3N4y7k70oqU8y8mVZzru6RMUl4q6SEilSDpnUhW52CGff85p25LWOesqoL1jDJqsaph8gd9ZzDowTYq+n6+B2kYy7BO315EkFavVW2rPb2tYvVe4Wfbm97/NIpQSbSQrM4/otnZekkLcZYebiOY75tQtLCws/Agsgnlh4R3hy5HND4t7qSiR1hGGgVgZEHNUnD9ZVK1RXxI035pW9zUDVV4K9dzgjz2HY4YXGTKbxUxAEUSOPQ2UzfyZ97rbexBDTxU6nB2I+YpJFeyCRNtPkdFSoolCIwtNkolhFNhDhtl/QhZfEIIgqIy8zRElVMPAwRmm40CICRU90SaacU9oPTa7RD37nBgt10fLSEe+vUGliLmoEauaYe+Rv/uc+Ogp7c9qHpVHTleBFBPuokIGS3F4wZN9x5hKRGEYx4rCDpTlSLVec7oqkGHkxdAQaCnPC8bpGklg7CR+tGS5pQ8dTdjTckLWErk2bMwRW64o85pVckyf/jdy68jDCbV+gio8kzlj3D6hGCxJWeTZkzmL2Q2I7kAVjph8IBzBDg6T70FV5OsKmxu63YnJQlUk9ruIyNRLB5BIkTwXeC2Zpu8Y0/ZNDav34wF/n8jEO1Guh4G2Lb9qDRm+R07dwsLCwo/AIpgXFt4RvnwH3BgYu4Ays4II9QoYSG7ieExEK7juSqqixAz6tf7Bb0qrCwHiFJEuooz86neInnjqmV4cidpTrXJOp5yQSqpKE1RJdA57GGi2BpLkdIikrkd3t7TGY84dSR+gKJmiQj/ZwORQweGFxmYVanJw+wmicwjriE/fI8aI3Fn0eIRPfkvueh55xTBaJiGJLuKswqtI7DucOccox6PsmufZGavDicEpuB0pxAu0eQ+XgcgUpjUUdAxXI8fVzxDGUrkT025AJMfqIqO8PuJCzikKpFYYPxLcQFxtyVOOlj3+oDjagBQGsckpYiLc7Mi6W+yxZwwdcbVFeUHZJNSLFzQ6Ul6eMw4VIUCeQYwSNhe0bYWmo656/HaFsCNaTeRVSxUisshRdUmQK1yxnjOyjQel0E1J22hOznK67Ygmo3OSR0+hKQPCR3zXQ1WR5jk0322w5Lc1rN77lH+PyMSHolwZg9L3jYPfnCKzsLCw8IdkEcwLC+8Ir90BzzylH/DHCRsiOpNYcmRdcuUqKCJnTyWjUzgHrpv1SdPMWuNNOuO1uSdOog4Sc2etuBfaKnnMdKDfWWzMyFYVQQj8caAwjkmsKBpNnq2w3UCwE4YEU2BbjUgZkc2aPE0w9iQxMlo4HT21GZlOnmNoGdSWNETM6KhSz9QHbmzN2u+w1wfi558Tr/b0qmC67dH9Ab9+SjqdKPwJ1eR0rsb3A2dVQKlE6iMyJfI4EoXA3x5Yqf9Galb4tmFwkmZ34hQ1bnVOJm+ZnnVAwmZrTDZRqD0xy1GnI6IynGIJwlBtcppcUVaWw7Dn0Gu2j1pc05DGAVN26KxBpoCNJf2TD2mL3+GmPakNVKkjZ8CPlqgKUGDb94lnl3S6RJcZtb+hMxl9gGb/jDQekPk4p2S0FY6MfJUTuoFYtSg7wjigm5b2UUk4HHExsMo8Teqwn56I13tSSrhmi1hZmr+sSWX53WLavqlh9XtGJn5l+98hRWZhYWHhj8HyS7Sw8A5RluAGz/j8QCY9zcbQj5L+FJF+IDiHXq04e5qhNeR3Itja+d+U4OLiqzrDf3n+hFFEnzMeB1wsX6V/DQNl5hkzRT8V1ErjPfSpRBwGdDOQbVuk0XhaYlMRbGR83kEe5uxhnzH2kkx7psEzniLHZx1WWGSW0TxRiDYnnU5IU6B+91uEEbjTxLOdB58RsxWy8OxtSRomiinNY7yfXqL6IzEG3OSpq9lE3fWCfZ9znT2llUcaOvZTCSeFlhpRKuy/PUPozxFNQYjXjA7S6UieLK46x7tIlSWCi4hmw7rsGP2OQzwn9CNTXhGHQHSBIpPUGwON4XYQTLGm1gL1tCbuO5oqcfb0MfJ3I34EqQXsb2n9QFQdnRUcqg0cHGJVkqo1Y+oRxx11TMSuIFRrQmWgyPC7AWUczeOKITqm44Cq1J2tJkfFQP5oy+lWUO5uGfcnhJ3mqLd2RZpAjAPdF5Fy65BnK77zz/+bOgN/KLH7likyCwsLC38sFsG8sPAOoTWssoFBe6wqSQnKCppWoXVJfzNgqgGl25evb9vZZlHXs9Z40+32N/T3oZoSFR1jNzBIQ9skGAa0iKy2hoMqub2d0zqur0ELw8pOhLyiqBVCQKcVwwn6o2eXFbTCkeWRUWuuphYdRmQ4IE5HnFEUCkYq8gRN7hCnA05mCJNTjDt2XkHUhPIM7W9ojSN+sMF3FZMuCesLYtHQd47TvqcRknC0dLHixreYwmPcyPMhJ9LSxluYLKe9Y3AZ+1JR9wdy0yFOE8E6NBPGeqa8IPeBuoiIbc2pV/j9RFM+o/7oQ0SZmCZFOgacg4hiowdSK9jdSLpJYDIwTUPZaEwlsWcXtP7EJoyY3XOUMXRPzzjcJHCRyu3RPmDFhqOvye2R7QctbvuYSa2w/ogMGXlraNSATo7y0Qr3fGDqJ3QakXlBLBvStqTyR7pbcGNilUPMMnzvyEpDXTg6m5M7j7ID5D9QtvEPKXa/JUVmYWFh4Y/FIpgXFt4lQkCHifbcEHhdfzgHgzFIP0F4XRUrNb9umr7ag3UfL/aV+RNaz77oMDAcJ6owoLoONhtU2ZJZTRrmtILtFmKQyJSYhkg3zoJZpoCwE2etQ5iaYTT4wwBZidagE/SDx4QeIw11JdhdXyHGDMxIdIljtiUNjna0iGRIIbKtLXY1B04PGOzZI8LNAYSgYERUmpv1Bdc3O1yqCc2WdZ4o+s9I+x1SnlMUs8BMAdTNDVXR4B+dkfwO1eak6UDsA50sKCWkXBLLc+pCoMWOmz5QFpLt2pOrE2NvEY+eMpIQX9wSPr4lnQtalWGdJxwGuNgyZRUyW5NLR3GZaOoTppekXHFE04UKhp7STgyuor7ZI9XvaNZbUpHjyjWqLqlMhuwkeEcYBUOmKHuLvqhYvdcy7HPsqcDV54jc0IaeNZ/zPIcuUxxjhelGCt+RTQJf1JS5RXJJ6CfUDz1vehG7CwsLf8Ysgnlh4V3iQVSGEq/rDylBakkMCfWGZIIvhxLce5ZPJ7i5mQuAef6qyjxbOTTBlfhjQNvIKgT0ODKMmkyUGKM5nWC9hv4Y8aOg6yVKevI4YN3EunZU+kA/+XlC4OgI+xMrPeKdQ5se2XpCU+A8yMM1aZA46ehGTapqiszjUzs3wnW3BHtCnW9QfqI7abAaWRqK3FOmiJ8iQ3mJyi3KZGgjyUzAT2DrCkLOKu1QzhEkyDwj1fUcjVesaFSiXGdMfWIMEock6wfc5Zaihba7xeYatWlxeUXfaUK9wYUKd7hhPAZuWLH3gdpY1vTEfMR7TWfOkIWhONOUCKbh54zPK9zle8jhiA+Jqt0Q+x6eHxlTQXFzg3OS/uIDnl3VVLrk/DyRK4s8HoiZwXqBU4lVVc1jzatA2DTEXCKnI+r2C9z+ilXWsGo6RicJQSKqBvxEqSOZHkjDkTjVb1xDCwsLCwtvZhHMCwvvEt8wLEIpMDoyjgL1hqiuh6EEX/YsV9UspsdxFspCzHZTIz3qdIPqj7gAByep+x02jJi2wcgtq5Wekx2kJVUluUzYqwPFyiMyQ3VhMKNH3h6ZiBzyiv2nE1luqYzH5CPTxYpoFMIrpk4yiZKQFLk/kAtHEAYnBC4IyqYkjQOuWJGE4pi3TJ++QBmJkxW+qWCtWN1qPrV/RYannm5Q0dL3CbE7sKoC/mzFmDqyrkMVDdWZxu87rK6ZHKigMXpC9z3H+i+Jj59Q1pK8POFtjmvP5gY5co6njOOUoV68oFCe7L1L1NWEizBZyZVsWbmBpjix3XYEmRGtwpxpZNJ01jN0DuMDnDrkeYNaN1SZ5sWzxGnIUNEwyYpDbEgdbNSBVIEoDComlEnY48Tw7ECLh6JAFRmqP7z0D8v1Co4CddOxkpFwfkmUEpkMKjhCXhOCR7pxyTZeWFhY+A4sgnlh4V3iW4ZFlMriqpLBqm8MJfiyZ/nhJq+u5ucuLkDsjtibW4omo9pkTP2GrjvANIIbUbmivFgTJ0s814h1iT8OPDt6motyHtwngbpBxwj7jjwkks6wxYrcXeOLFaEw2F1HkQbCWUnfJcx6RaVOjBhis8ZPJ4bnB9hkmKLFTomdXCGKApfViKaCvORgLaMvuaofoZ9MXHb/xi6W2FETpxOF8DRbidcR5w2Z8Oi2pFCBfuqRuUaYGtbvMZYrnPoClWdYVSGsoy9q2NQMw5ZU1JSXa+pNw/gvN8SrK/iLJxQrgxpPFIwg4HjjKVY1ZxcTMbOM2qG0Bu+IRYl79B5VucPeCMKQyIcB6pIxX+M2GemyQL93hjIFzjtqZTncBnTZsF7fzUI/HlBNie09IYC6b7bz/uUJVk2JGTqsNijXofyIqmpIEsYJX6zJC4VS4g+znhcWFhb+TFgE88LCu8Y3RHXpQrM6Kxnc14cSvGkmyf0mT6e7kcMK7BDgxR6tJfl6jjrTlcKxBp0jj7eo3RWxLlBthSxKfBCM+4kxGg63ASUjuZbUKw3VitNB4nZ7ShJK5ySRc3WE42gI147kBJqAUZaxz4jmDBcEwoIoM8Sjc6IIdDHRTwkvE6XbYdYNXfsEq0rk1TN2Y87UbHn6pKe8WsPjAr8/If01us/xoyf5nqnaYoQguAjXgTh4xAaSNgxDYgw16fJ/oHlSIHcDMnpMlSGUpt6sGVOOMDnHDrpQcsFAt58IyVJUJbqukN2RJz9X5O0KcznQm4ai1HjviVkB6w1x3CHcSH4uOKwe06eBvM7ZdzVBe5wqiaKg6zN8SGzlAacLjvtEUwqUVrA9R1Y1PiiivrPlPDzRUoIxlOWAExGLQe2PSKmIzhOsQmpJuc5mgb1YMhYWFhbemkUwLyy8a3xLVJfWmrb4+lCCL08MfLjJw2F+OAeud7RpID+vX6Z/SQnSaETREE1GtjvRZQ1lU+M9HPeO6WjZmIl4dDR1xF1JTr3B65IurbFSolaBAwVXt4JwPDFFUC4RRImzgSYphNUEPyKOB7QWqCyx3l7Qu5Le5hxySWaA9ZY+XTCFjFVp8WpD1WtyP+APJ7psRU2PbCLDquA0Sa7SGds6cblxEDKijRyOETEo1kmRfKCMFkuBO7/ktn3CuH/OKrzgLER8WVM3ithFZH8gHMAdJVGA7I64rIbzCp0GtBFkqwoZHS4IQlEjJKTTSIw5IoFoGmJXo04HsqwAVXM6Og67gBM5o1fopBFVgdUFLw4jeZGIwRK2AtWWUJREoRE+IcU0V5bvT7QQs3AeBvT5htUwMhwm7H7A3oxILcmfbCjfX6OrBwJ7YWFhYeGtWATzwsK7yFtEdX1dKMHX2aC1npv37pM0zlowE6/9CsQIiDmirvMKsnksdt/ProD+GGmnA1pHJlMhihyTR7rbkZudQ7Q1TZvTbjWnG8uVLfDPbhDKkvcn2pXEqAkXBeFkCK5j00jU40s0Fl/VCNlw2+cU2zldIxQtjRfUBLwsCaLC397QuD2y2yMzSVX0nJLC5WuGcmCjPNv3W6TteK4e4RCgr8ml43iC4iwxkjOYNdl2y2YVeX62JY2RMZvwNsdEEMEjg8fEQN5ZohswK0XQoFRCWEe5yZg80HXov9gQTcHV5x0Egc88mQjYqLHtE8phgBc7ZFvih8jzm4aTzWgvcx61CrPW3A6a/b7GWU3dCM6lZFPMw2XcCEUWUVrMJ/Thib6/jeD9fKJ9R5I1wVSIKofHa2hzcMMybnphYWHhO7II5oWFd5nvEdX1TTZopWadlRKYOpsz46bp5YAJ7yAvIFcBJU8MGwOrjNMAp52n7q8p05FSJnQb8cIw+YIuFJwOIz9f7ykvH0FZ4m8OGD0SgqX2R/J1RpNNiORRo+Pq1iKdI/38MTLXxLxGJOYc6CogVpo45nzm1mSFpG4lKSXSpweOY8aYWv7d5ZHQjeT2hLOa/XqLkivWYs+m/4zDmJHaJxQfPYFuxXT9lH21gXPF2YVgi0CQiEKSbwqil4TqgD85pi868kKS1wqpBZ0ORF2yqkGEPUUCgue4T8ihx2wyBtHwr//N0e0U67VkjAEjI9IoxrHAxr/CiM+pD0dUliHLirzMOTtLJOcYdyN5HNDpyG4HY3aJDYr9fj6neT772MnLuaKsNXTdfIVzdxvBHwcOYyJ1Dl1qzJOWWNSMXuKeD6y2Gr2Mm15YWFj4TiyCeWHhz5BvmljcNPNrBqsw9QZ5/ZzYDXgMUkTKqYf9Ce0c7aNHVHXPqswoT0cKblGbFhUmiA6DRUfLqGtCG8gNKKNwIWGzms6OmFULHlTqUDIhYyKtV2RXt3OCA4kwWpITSCKlOJLXDVcvFNc7QVcnsiZj2kPDkbOVx/27hv5UkpWW7MVznHyCspHyNuF2ExhBJxqskpy3E7aMiCcfYJ9k1CTS0xU7BVUeORwTJEFKE6Y5R6XfMt2+4LCLnK8toZ+IvUOKiri+5EpoiqIisz2ZGNndSERmyHTF7/7bSDYcuDxbIYsMFUZud5LJQ5aB1gXigw8Qwwu6AWLVsK5AyYmuE0jlWNcepwLrsEdcH6F7H0tFriOrbPaxk2VwPM5l/9Np/u+6hrpmEBWhEBQflbPCFqBSQGWRIZYMWUm7jJteWFhY+E4sv5oLCw8I4c9jMu+bbNAxzjqrrud9GwaYYguVQ/QncnrKeEKnuyy6szNYr1F2IN+/oDgMYAdiyEAklEggBWIY0DZRbVaEMGEOe7RQiEPCdxb15CkH9x667JnkAXX9Ah+AwqDHETX2NA3E1COLgig1O6c5Xg/gFO12xKwK/BSYbi2pNjx5HAjZgW4H1Tjhw8jkDfE4IKsaV+S82CtQsO074pRQSRF8pJEDauf59Ljiyc8URRZwo+cYc3pbsq23VKsDx+c7hhFSU3Orc3yrIAisyLHmgkNm2Pgr6rMTsm7ovCLawHs/N4gSptOAywt0tNyeDBeXkrqMXKwc6vEFua5pPpaosSO6iLMOERxHZcjqFav/sSA/vmBjP0dfPAGZIaoSimwev+jnaDmMmavMpxPhNGDjimzTQPOgC/RuURsUk4cq/Gmv74WFhYU/NItgXljg1ZCPe3+vlK+GfPypFuPubdD3eirGeT+Px1f7VlWauD5DTiXq+jl0GdSb12M3pon07BnTPuM0Zug6I8sERjhMAXJbE54l6syhUmSMhqzKMMWEHDvGG1DbNX51zs61qKZk7D3JSNb5AW3AKUNWGKQb6XvLPqwoqozNeY3LIvvTQIiC0E2Eg2XdHCh9z81tyTTk81RBJramI8mKL8Il+6zgvOxJEvR0YvxCkFVrNmcCe7tDfnKFixV5qxC6ZLIFHsmnQ0Gxq/GlothKugCT1gSVkeWSx8WAry379gk6Bc4ZOJwswWXIquQkDCsVqVaJsWgZp4L3iwlnE0EJZF2iVyVCaNbbwPSFp8wDXfIMsiRLUGWQVE72s6fk9QFZaqZqS6wVqtvNi/X+ykcp2GygbYm7juAKsnUL98lxD2w9Mr26eFoE88LCwsLb8ycqBRYWfji+POTj3r4wDLOtYbX60xXN3s9i+T6q9037lpUaTAVTc/dE9pqaGm86bp7DKRrGmJFuLeW6ZNIKsx/JY6JUEzolsseXRGmwDvI6I9/W7F44cjPgVi1ZZrBZjQ5X2EwTdUnbBiIBGxPWScYhoqcb6g8fweUFZvKc9oZ0u2c7fYpMDnstuB0lSWsePVFk0oGNjO056VAhT4J1ZVmlW8TpQO+gXkfyxwXIDO8TZ9VEVBuG1SVCCTajxaYOe0yEFz3l0w2uNYgUqZtIlTns9R4/QphuWa22ZKXhd9NfgRkZncckyX4vEKakPTeoAKiKbFPR3URULUmNAg0KWLeR5584nPeIwtBmsF7Nx906ECSSlMRhQuQeeTjC1bP5RDo3L9j7CxulkG2NuvJEF1Dmq4r4y9MgFxYWFhbejj9RGbCw8MPx5SEf8Cp0YBjmR9v+8b7fd+bBLfhhUG+3b/dKKs/nf+/wU+DFZ54xlTRNoKxqxn1kPA6IzBC0Jj8e2GQjt+oJh75EmnkTWaF4/68MMjlctHgbiFFhjKEpA/JSksmSYepoWtD2iNeKXmVU64zm5+dMKLqdpWg1enKgFTtbYkeBS4JGB3qnWRlLnixHKkYrye2B296wPx0RTUvz9Jy8Hmn1gDudmKymOG9AW257wWqrMKuMzXDLF6eJ1lieqM/x4pzeGVLf4/xEyHKOQ0aSirOpx3cTJ33J+dOK8TZwGiLWSk57xV+sE6WcUERsyCBTrM/ukkjuqBqJycB3nhAMk7uzAyXPuhjJh4HBWsTBUo4j6iKbX1CWc6n4S1d1KpMYkxjGSPkGwfxwGuTCwsLCwtuzCOaFnzRvGvLxEGPmv1fVDysyfhSv9Jd8JSFJpj7HtCVv+r/6a/v2NVl0p2NkdIJ6bVC2Q5aGzEjqsmc4WkwuSKeOrmkRT86ppMBbh3WSISjMuuTxzyz+MBBWNaqUKJ8oUJRFTSkn3Kc3hEOAIkfUNcV2iydD+QkzdrDrKaYvKIZrjqZFdyN66pAXZ2R1zvF3AzUnRjtwGzcoCY2ZyFQkipzbbMN5DjrT7MaceHWNMRXbJzViGEi1I4WEHA54F8grRaqekq33qO6G8ToQZc7YrEEIitYQTIk1LaLvqMWOXJ+x2igOUmGA62soTeSDpwIlE8+/cDx6Inn8+FVEX5aBi/MxUt2OJo8IpciEp+GICJ79beRa1Zw1FqUHjkZRZgKd0puvfGKkLAVOyTc2fD6cBvlH4c+lSWBhYeEnxyKYF37SvGnIx0Ok/GE9nz+aV/oNvpLYO9LhgIwjnG2/8gGv7Vv21Sy6EGCcJEpLhJCAQexugIQCMhXobiJD3JI1G1b7AzI4ZAAlMowy7KaSwTas6kSIEekn6irSliV5DkrVqLqkliOq0Egi+RS4vprwnUYRKLKItCP9kBgSiHVLowcybpmGkjq3HE4lnhptFHoKpOMBs94QVxml1ByuHb7VOOkpHKxXATsFmEC2EKcBmTxWVwRhEascf2aYzBpz+gSyjGxd4KThdIAsN9jDhHGelf2MTUhYU+JNyWnUtC1Mu54XCYQ5cCYij4wkG3PasqSbNF03H+NQNjSXFe+rI6FucYcBf7B0VjE4Q2Ekm3NNdrFmGhxuiKykQzd3C9KYWQ2HME+DrEtWpfq6uTd/HHvRn2OTwMLCwk+K5Zdq4SfN1w35uOeH9Hz+qF7ph74S7+F0Qg4W6SPx+oAKDi4fvfYBX9m3L2XRxTD/QYtA9AFhSoQdwQe8T4yDoO8Tsco4Tzvk5yd2vgKhqbce7y1icpxuM9LjC4ptxRQjqpJsVEB0O5xuiNKRYVFdB3lOeXNDQ8MuneEmi8gUVCV2L6nwtI8MUj3Gvrhm2iV0W9OrFYdOI4Dh6gVdV85CUx64WI0cRYN1FZWeeLweyNTEOAV+u1shCslaWqw0nI4RawUx1uxHcH1CFGekpGhWJXjBZQ1SenZ7z2RWXNQe6ScKEXlcWURsCMECA4KSD/5Kc34pSSFiu4E0OMrVivaJRgj4VGiqi8dkh2dkpwNmPHAMGl1knJ9luKSQpURlEqUypn1kGAWtvitTC/HKrP5yGuS3zr35w/Hn3CSwsLDwk2H5lVr4SfNNQz7gh/V8/mhe6Ye+kgfiRBmDaTKmo0QdDrO42ryqNH9l376URSd9IhMCf36Ge3GLsifQGaTIdHSEMUJRUIx7jEt0xYpsDCQl6HeWiED7kUKumWRJWyjyXHH9PDB2kos8I/zuBWUl6c9XlNmEPt6i+yNtqUhtYh9zTp3m8OxIHD1njUcFR8hqZFFhpiusWlG6E4ehRLqRqXeYQlHWEuU1ZtpjiAymZn2ZU+QD5nDF6RApN4+YlOC4i3iVsakmzKOCQeUcJkVC0nAkU4FpiOTbmoutB+e57gr6ISCfrol1Dj4gTwNP24R8lBNCSf245cmT+dCDIrQlsRuQxXyyp2n+mxcFdvMYewiE6ysOVqCKiR5Ddl4jsvGl8tWFwmY1IfOoYOdzHsKcmtE0r4nP7zH35ofnz65JYGFh4afIIpgXfvJ805CPH8rz+YN6pb/sA33oKzmdXhMn875lTENCjxbZD8S6/dp9C0ITixaZVygRMYVkOoLsOqZryMaeJBWWgj7T1Jwo5REXN1hVoCtPcoHDIMljj1clZavpteDzz2dNNxwjN19I/NrwfpNRriS2dzgfqWSOyzbYEeLhRHAVMs8o1zmn0XG9z7h5PhDWFTLWNP4FzfEZO1eCrFGbNTH/GRuxx8gJodccfEO/t2zbjm0ZSF1PUQhWciQrD1ynnDE6zlcBVRrMqsRoGE6C27GmXG+5XHfIp2foXKH6HeQZTy4DV7/r8apiKjaIGDBNTaEcHkVZ5ZTV63cnlIKUG/rdxDRVuKiwFqbOk/Y9WSrRl0+JgyZICT6gp4kkJTgLmSEhsBhcUaKy8GrS32bzfZfnj8cfq0lgYWFh4QdmEcwLP3neNOTjh/Z8/iBe6a/zgd6rfOdmlf9AnGgNqyYyILCqwB8n0BVlpV7bt69ueq4GZwUUk8MmS1jVOGmYhsh+kKwv4ZIT8bcDp+cesVLIJsfHRHSJMWWEbiJOO5wtOaUV06TRQlIUidBP+MsWWUf0GOg7w1WqKXONyh3DsWc6BkSTEfOCZBx2iIho6G8DZWZprGe/Oue2/RkmWkxjWJ8UQ3+G6j6nikdOmw+QJvD+01tycSRtS9b/7ueoQRH6CXU8MNYO09bE7WpO+PBHlLcIGSn8iVwnyqxHlwXaT8gUMKInawU6KhqOqLZE6Bx/cGjhUVmJMa+fTz8FDreBMHqyOmLKOcXks88HYu/JLhqiSDCOFCuDlJD5ATdKZAbTix2D2WCdRKmAU5ayLdH34xvfNf7QTQILCwsLPxKLYF5YgB/d8/l7e6W/zQeq1Dz97X6c38N9i472rCCUGXGYkOuIKtTbbXoMVNqS6RGbV9ikEFpxnsO2HDHPTvg8oWPg1hvyzqMPN7AT3MpzqlygMoVh4jI/0InV7AwpRs7653Bscf2ILiJBrRmspskFRENvW5AWMx64dpfk5y2agHU5TVFSciQ7e0onzjCqoomOwcu5cn6uybKcsO/RBMqNREgJZ+fox48RlwbZJfQ4UJ23NN6ybiIqH/D9yOmQGIvEWpxwQyB4gf3sBb7MqdyOIDL0uuXySUUSEncaidYh6xqdqdnqk0XKUr06yMPAcG2JnaPIIowFQTRoIcjShC8NWkN9WaKTY+xG8kpS6onhk45BayIQi4m26jAqYxAljpIV+t38Mf9DNgksLCws/Ii8k7+xCwt/LH4sz+fv7ZX+Nh9ols1q93CYxUeWzWLkXkyXJUpElBGQyW/fdPKUfmDcTzg5UYaOMDpkuSU388/G6WZiFSXkBdo6RHdi/+KE9gM+ZWhxQ90W9OUFqWjI44DgiOvmYRyiLMnjwHDqkVZiw54sz4nbGj8G9lcTvloxPD9i04FJKMr1irIusb3nMFZU556NiJx2llWeeLoKXF8FxmdHJBOZnojpGuEzsujwugYk/QBTH/GTxpmc9XlObkaEd9hhwg2Cc3Uk1ppdfUZ1bkinnunmhFSa1XsNrNfUDZQFnDrFtB+J0x7x6BFFAY0a0Lp8eUUSrMdGgzYBnxWMtxZ7dWAUJdFHZC6Z+x412fkKxJGsu0ZEx+21IJxvEW1DhqNIklS3lHX+btuA/5BNAgsLCws/IotgXlj4A/G9vdJv4wP1fvaVODeL5ntfSVG88pXci5YH4uSNm35Qcs5KQz8qBrciHg5k9gXZ5ezl3fWW64NCdJG07yjigDtFvCyQyrIad/S379NVBYVmnvL32Q5T5jhdEoLGXl/h9x2+LJimAfXkHP/+BcdhZNCQZxlZYRCT5NBnyCZnWypkXRGcodkeSQnGaBFuYi33NJvAkUSIisIWjConOY91Ed9N1KsjRrYk5TiEktEp6phIaT4XR1tSiVsK7Rl1yUo6jFLIdUYeIo6G4BNFGCgzg1aSpojQBSYPMTP4TDFMjvI4oMMEzhF1TrKOaDSn2ODRGAYqNeFKiScShXo5sjyVmv55w/MbxY1MbLcb2o3CmBzfDxyvLW2e//g24N83O/kP0SSwsLCw8COzCOaFhT8Q39sr/bY+UCnh0aO5umwtFAVBZnP1chxQ+VfFyRs3/aDkHB1c7UDYljoX+GnAvzhh1jlnreOTscV+fE2jBWpTcaFPBBE4Xk84leGyBpxDiAJSovAnfOcojkeimrAxQ2mNWRf0R4nsRnafd1BWFB+sGE6Rviy41uecpMIRGUdJUSvqLajKYg8DxUVLioZ+CFRmYP1EM90c6LJzVHREISiLQLmxRJ8ILyyqXvH054bOw9hFjr1DnI4IrzCFwGUNRkXW+oT3ji4U+C5y0AWiSGhpGE6BTHv6QRCyiryRyFYSlWaIK9x4YjXconOFjAFRFPSU+KjnUxHmi5281sSDJepydi8QIFpUU6APlsuflZw9Va/WiDYMp4nhVNGs1Y9jA/6hspP/EE0CCwsLCz8yyy/VwsIfkO/llf4uPlClYLvFHweG/YQdJ5wXkJcUWUnzJa/rVzYdAti55Ow93NzA8QiPzkqMd8RRMNjEFFrqCtR4i8kj9eM1Wng0kaAh1ReMQVNdGmRreW4DfhzJxiMhWboE5ukZhbSoYyQeO4zZoP1I30XM5YoqaW4+PzHGnMkrfFJMUXHz6ayzPvwQxrpEZ46GAVMqyqIidCCunpMXGcWmRKia09XIRnSY2/+OLSuSMIiVxmSKtrAcIwQH00linaDbDdQNNKuEySTSjkzOETPJZg3n24hYFXQhoz/NaSLrNRA8KDm7YFrNkGqGsKLdGpRSKKPons2hFvPUkjAL5lXN6RhRbsAOBm8CsXccbz31KiM15cOJ5SAlRifsGHGVemUD/qEm6f3Q2cnvVDD0wsLCwndnEcwLC38EvpNX+jv6QH0QHGzBSE4wAq8lPil2V1B28Pjx7NR446bvS86ZZOzm5+saikZDWKF0jzodGVPieEyw32FWJeL8HKkhHQvk0GFCxOsKFyO58KzaiLw9UWwEp6DY9YZTJ4hVTtq8R7Z7jhaBLt+wH3KqW0sZb2hTJKZE3kf6PufmUCKNRmv47DOwVvM//OWKzA+o6cSqdoS6JFYXyFWLMprueUe+KhD5Y8beYidJlAoODqcCOu6YOk11XtH+LKf+3Qust2hdMEaNTAnXj4jdM7JmTWGv4KAYnWKg5PmhpGoVKg4UmxL94MSaQmJPGQGFUoo8BxE97nZAJIsMjhgigYL1k2pu9jtMjAePnCJZXbF62jAFzTg+WDMxIpUgCck4wqryqP4HnKT3Y2UnvxPB0AsLCwvfnUUwLyz8KfA2PtCXSQwT0z7igyToHN3O8WYxztXiZ8/g/fdf6ajXNq0kUkjcGDkeFVU1vyZGUFqTqhqURtVr+kkw6opcBlKIkGtS3SCiJ+8nJpG43Xl04VmVPccEL8I5cneLKgvUXZGxaDRFc47a36ByTf98YP+vFr8tqH62RXiDaCLNzcAX146TX6G1JsY5gvjZteajj1oKmTPeQFYodG6IQjEdh9neUBQc9hPStGRtg3YWNzlOVz1DcY4WjkpblFHIjUJGg7cO6zQxgDtF5Kkna1t0pul7iUsJyYnKTog+pzMF1pWs/KtjKzOFy3LiOKBMiZGejTzgYiDIjBA95BWFshRFRKxW5NuKdRuRQ4G+sUijKdJ8jsYukKl5xLgzDaNTNLWndAdwP1A1eMlOXlhYWPgKi2BeWPhT4Nt8oDAnMUweGwwhk4QYKRigdyS1QmlN286zTU6nV3MuXt+0IqWc0A9kWcl6PX/cywq0s1BVRJVhnWSfPaKYDuT7Hudy8lyg1+eoNiCeDXD0dGcrXtxWRCdRbUbJCTn0dF1B10nWbUSpiK8aXHOJOg2cQkkq1zxpQHrIjKJuS+pmoI8D+cVc3azr+ZphmuDRBwYnG+xhwAaD23cIa8nyjP4mMHzSs35vDTrH6TVW5gSb+OS24tFZII3PIGr0+RllPjB8esN4deR6MuAi66IkE4kxaLyQlHZHiIL8GBnFY8RqhY36teJrjCCqEqnmKxI1TZTaI2uDxhKrDLluZn/5MDAcBqrLlqJVUDaY4cB4HChKScvE1I/4fvaHj1XB+j3PthjQ7g3VYGPmKwopv9tQkyU7eWFhYeErLIJ5YeFPhW/ygR6P4D0xLxn3MIxgjAJTwjggxoHUtC8T5+5F3f3bX9t0XeJvHNwMJG8o8rniPN5aslJjKbl9HrGdYPt+Q+wEUyrAWVyWU2QSNzhO3UDxwSXqrz7ATRpuIx5NXJ+Ty1vGY8BNnpsXAvXYMIoaN0HeaC42DYOdd2vqA1pG7CTRpeGvNhOunqfkrdevetPGLtC0mtALBgf9MSGPPbIpZ6FaRHZHSegV5rwmN4pgLaWJeJFxHBSt79HNJaxzgi8Rpqc6jWS3R3SZMZ0CfcpZvbciZYk4BoZu4ng1ES8DspytE8bMjghroaw1qlzNVym3t5SFwvUBp0uydraYhAAuGjQTpakABVpTPl7hPjsyPbuaq+BVjlutmVJOnTk22S16Cq88NvDqgFg7V5hPp/n5L43N/lqW7OSFhYWFr7AI5oWFPzW+7AO9u4XupaHrYL+fNVJVzaKtyAyinwi6Isl5qIYQb9ZDKcHoNZNaMaSBw7OJtklURjDoktup5PYLzf4m8NQkNluJzzNcD1HAdH2CFyfEOFLJjGFVs9vBhAKXszYDLm/JSDBZZKE5CYU6TCgjIc8wjeTpueTFM0/qBuKt5TRFqlpSbTJUlEyTo6oiWkhSShRu4PS7CW8iKcT5kMgcHRXjZx2DVZxvcmRWcQw1BE0eA1UlwEhijPSxQbnEquvpbMFhNPgksPsOeUqEPtGWEyckWZeQG03nNTY3VGGPth3UOWMXuHkWaVZzmkdZMgvVuobVCm0Mq6QY7DwW29u7BMBKUsqElhGYT4wuNKutZvANVuR4IRFa0Zo7e3J/eGWPgFfNeiHMV0ZawzjOleYY386esWQnLywsLHyFRTAvLPypEyPeRg5WEuKsy8ZxLgB2HeysJCeRfMQmRdPMeufLBcLXghEKzfpnLbvrits+kiERRiHTPNTkg/OBMwbYd+gspzQTrtsTxUCMCa0iulH4q8+R9oS5fIJoSsbeIa0j6hrZagrbIfsju86w+Z8uqC4qSn9EJMtF3iFU4JqM69sMZSKqPxBejJjLSK0z/ClSpIm8zphUjlTzSO/980DSAnmxocpOnA4FN8NA5i3bxzVCQ20coio49orj1UB6tGIIFW5/w/4QSG5kujmh84zqvXNOz45c2Yp4suw+iTjfMgXNuonkqxzPQH+7I7OeMEVElKyaHE0J6FcDZZRCK0WbfynUggj+S5XbENBhon1UElBfDZgoivnqyLm5rD0M80bvK84hvBLr1r59s96SnbywsLDwGotgXlj4U0dKBisJLlLUc1Zv38/iF+aJdiIXaCHJzayD7m3QD/lyMIJSsL1QDIPi00/n5zaNZ8WBTeXRpkFIj70+kvVX1MMtoawYU2Q0NfLsgo2G4d9O7D5/QfmzC2JbYU8Ouo5VZslzj6hzkmhYn2vytUKMOdOnz6kKQX5ZoFvoRtjvE0b0lHlA5BFHhna3qGGPTIYQcvRGcryR+JOkSSemqHG6JcrEzdhSHW/ZxmcU5w0hLxlGgz8NVGuNqOYM5Bf7xOE0UcuIqGrKy5Lw7DmKgM1aXMo4fTFg08jlXzbkwpIVmsJ1CAHZo5q6nQWmGAdIDxrvvlS5fe1mwfCGyu0DP7ESbyjqZtn8uI/QsPb10egPq8HfpVlvyU5eWFhYeI3lV29h4U+cgGJKORkDUKI1XF7OhcfDASphGWPJJlcvvbUPfczwIBhBBXCvyphaz/pqvZ5129oM5LVHVCUkD0KiMxgOlhgkbvIMk+agS2orMaVkvXV0txbfTyQygilR08j2seHkViSdkfmInAbizjGRY1Ik16BFoG0kH/5FZP/fbxmOEFdnZIfdHCV3uEGniek2MhaXHKotx0MkXN1wDBNpfYbcrmiMxT2znOyadLvjsg6kkDNYaC5KyrOS0WtOJwjVipCdcMcDq61idxMY3BmFiRTSEpMkZBmHZwN1IwgrQ+oj2kXyv6hpN+pOuypiXqL8gxi2N1Rug4vEcU7DUF+u3L6Nn/heAHfdvG2t7/K0v1QN/q7Nekt28sLCwsJLFsG8sPAO8zZzKGKEmJdI8UqIaSU5W0caZZmCZspL8ny+M1+Wc7HwYbExWk88DEgxQbr7QDPn+MakUWoWrzpMZLVhsFCFAUiEesMQd9iiIR06/GpDfNFz+H9G/EVJU0cuRMd13FBlE1kIZE0ilTXrJhJSxPo507iyA1UJxZMarRJYh588mzJy+T9IvtitGQ8jJk0ok6N0YOwkIlfU7JChRmtN5xRTr7lsemJ2RsxbGh3ILyKffnKGkp4qW9OcS+pGoI0gWthuYRw1WtXc/ssKHw2TVDTvKeRRoQ47ws6T68g0enqrMNqgTteEZv3yJEUXED4ik3y9svugcuu7iWFIWCsIWYlUJfmgXy/gvo2f+P6k3sefjOMrofxwY9+3WW/JTl5YWFj4aQjmjz/+mA8//PCP/TUW/pz4oSaqfQ3fZSqxlCCNJpoVyg5gJ6JNyCRYPymxqsQlzdnZq2jdlB4UG5NHng4o64mFmZvvHuT4ynoFaFKISBUpKolzgeFgMUYx7AemwaMoyIKnFidUHRms4tArfBRsTcfEidMtaJnIKijGHqMjppTkG0MXSmIyFHJCSkXQOU6CKiNlHdCD4Gel45Q5bCig0kxXgazOWZ1r3PWR09AjaMjziAsZ3c6SXyYscyayt4os9wz7CaGOtDGSBk8fNVZVqKZkmjQhSQ5dRhwUj57Ok/RC2WKnhKgsQnjWeSJXnrV9hlIjctsyjCPTlUNHS24i6njnW35YJdYaX7YcxgpvImYlyTL19dHJb+Mn1vpVdFzXzSL6y+tyadZbWFhY+N68U7lA//E//keEEG98/O3f/u1bbeOjjz76ynvPzs5+5G++8JPB+znr7Pb21eMu0u2H/IjDYdZHWs/9W3qO6X3ZlPeQ+yKkjXe30Ddb5HaD2G6x+dyYVhSvz6F4rdg4DKjkMasSF+8iNO6nunk/i3BAKInKJFpG2txSjTf4337C8P98gr59TnHzWzZpRyUsZltRloL1KjF1ntGsOTuD99oja3VkW1nKRmFWOfVKUcuRtTxgsoh1kilkhNFS1IrVeYYuM0gJ7Uc2Kzh/alidKco2Y90GtIhkjcHgCT7hp8TaDEQUx5Og72F/7Tl9fqSdnpM9+y3d/+djPvu/vuCz/++J4fkJs39BPd3QFB4h5v1lGPB+1qtBaEK1omg1G3dFwYDJFWNxRtpsScOAvvqU0/MTQivKdT4fx76fK78xvjz+wwA+KcrV3AR4f04fzJ95xX1V+v6P0/TKbP7l1Iv7jk5r54u6lOZ/7xfT0qy3sLCw8L14ZyrMu92O3/zmN/xv/9v/xkcfffTa87/85S/5j//xP37rNn71q1/x4Ycf8j//z//zy+c++ugjNt8ltH9h4et4LUbiB5io9jV8n6nED4uQSil8VJwG2O1eFRWPx1fFyJfFRl5NdSuzu2ly44OiqDK4/US7mb0bwynHDEfUcU9++wmxS1SmQF/k1PtnqKMlFRnFtiCIhHeOqojIdUu7UaS+IzYatTH4pPDTPCxFCIV0I8J0kJeoVU1NR64GEOaV8Lu9hYsLVF0Qg0AUJdKfYL9DNy21CsT+wNTdEp1Ft2sa03F0BcOpp1WW0t9gasdUVlgXmU4OkRu25xG9e0FdjByPFWeVZZo6xHVP/mhNRJKnjrS/QquAWG8oWkV52RJ6Tbx+gZgsWVtRrRQ6A1DzgRRiPuh5/tIvLuV8TuzJEq1HGo1pzJt7897WT7w06y0sLCz8KLwzv57/5b/8F/75n//5K+L2N7/5DQB//dd//a3b+Pu//3v+6Z/+aRHICz8O30fJfkeCDUyniDGS+yzeh3xd0MF9c97NDbx4MWcx3yeN3eukYZjFcFHMj7LktRQGLV5pLWvnXRVIiiJRbiJkiiErsf/PC8K/fQIByk2BCDnTISBYk/a3hMMJ30VidcYUBUNqCJOmdoqq0Eyi4rSzpLzE+1cRwesmYxs75LbFqpwOhRJH9O3tvNPj+OoCpa6RSAiOuD+glILDHm0t27Nz+H9fsPviBNrANCK+uGElLJKIOb4gZCWZgf2U4zqPE47DtmBjr4mHns3TDzF1w640jM8PiJsXlFkiwxG1w6wafPQ00zXt0BGaNXGIpEyC7jGigCBe2Sbq+uWJi3HOX7aHkXRzg5mOyOiJUjPlLfbsjHxdvLk376Gf+OtsQUuz3sLCwsIPzjsjmP/X//V/fePz/+f/+X++VjH+On7961/z61//mr/5m7/hP/yH/8B/+k//aRHOCz8c4VUl9o18l8iuN3F3Hz6eJtJNRFZvNi1/XdCBnwL9fh7kUddzSkNRvBr25v38+nvB/LIYHl5PYbjXWi+1WIqoNA/3QEG7EoTaEVcgVY3ylt1xoMsr/NkKKRT9TY+vctRmRZmvKIqSVFboVhC7iUNqMarHxAHvFCqATLB77snOJdsqn69BjjC4RFsUr6bUrdfzFcH1NSoljArYaouqFexuIZttB+3aMGWPQGnCcWA7fYZVObY8Y6RGFjWZm9hmnhe2xHcT178L5FtNUyfabaRGYPKcbntJdfiCKnOoomRSluupYnOmKC8inE4o71F1zmQlue9Qbpwr4/eVXaVeGtKlVEz7kfjpp9T6fs3UqOAphx3dJwNjeh/5qPjqOnmwVr7V4L406y0sLCz8YLxTHuY38atf/Yr/5X/5X771df/1v/7Xl6//27/9W7bbLf/wD//wre+bponD4fDaY2HhKzyoxL6Rh0r2u/LAtCyNRlYFUbzZtPyVoIM7T/Xw+S3h6hbT3yJOR+rcY8wrS2uez1rz0aNZ2wtx9/6XBmj72ldS6m7GRphtBC+F1zCgDrdkRqEKA0VBc1FRlBm91RzNBWO+Jf7FhwxPP4L33id7esHZz1sS8MWuIKoM3VaIEAjPrxHXV8Tra/q945Prit1R4QeHsSfs4All88rIvdnA48fzVUBKlD9/hFg32JuOcDqSpCbsDnOyxl9s2fzllpRl2KJlLM7weUNSGQHFEHLiFFDesqo8JSNZlVGVr7zj86TEQL2SiOhwUyRkBU0jqBuB0IrUNoR+ZDpYZFVQPtnMcRubzXz1ofVXTpza3yCnCVYbyO7sPZmB1QY5Taj9zbeulbcyuN8Rwp0PO3z35bmwsLCw8I4L5t/85jd8/PHHb1Vh/ru/+ztSSvzzP//zy2r13/7t336raP4//o//g/V6/fLxwQcf/CDffeHPjId5uG/i+0Z2wWtWD2UUJhdz890bOsDsQ/16J57CacAGTdbOQjv1A6p7JZ6ybBZK94PmvqLrH3o2vqlR7KFYS2neWNuiS8P6TOKzkt+NFxxjy+EomEKGyDS5gSwMdD7n09OG4abn+Lxn32mu0jlDfQHbc9rCIQ57+k9uOP3bFfH5M0I3MXX+ldC7tzfc2Q307ppVNmHeOyc8/jlu84hQ1BRiZFUH2iqwXSfW79UoDVNQxMyQxZHMgMgz0jgxDpGigmQtITOQZS/16NkmUpeBUjmqTc6jD3I+/MCxWt0JUS8JOic3iRVHdFvOb3xY3X1w4uJoMfaIWlWME4R4d8gjjBOoVYUej0xH+1WB+2CtBBTOCwJvXiv3p+xH7lFdWFhY+EnwTgvmt7VjPOQXv/gFf//3f//SD/1t6Rr/+//+v7Pf718+fve73/0+X3nhz5WvqcS+xH6pEvu2vMHqcX8HfxwhKEOaJoINXw06uBNPMS+JQiGVQGZqnljn/DxljteL32/U9V+XwnBvgL4vRx+Ps+H4Pvnh9nZOkRAa66ApAxfnUD2qMRdrZJq3ZaSnjyWTWZGalkw4MttxGDK6KUNohYoTgoiSgVw5xmS4vpYcri3Hzw7srvwroSflXDq/+376/ce0P9uyeVyxOjM0FxUMltNnB477yGgFjpxoPYeTQNYVxADjyDAkzmqLLhRTH0k+Eqo1AcU4zqf08rFk00Q2TeDiiWLzuKCoFK0e2dSBVRXYtNC2Yk7zuD+vX3PhIaMnk556rSnuxmNb92qKdVKaoY/sr/3rAvdurXhpOB7nhs77x/EIXt7Zgu5U9vcsRi8sLCwsvIF3xsP8Jn71q1/xd3/3d9/rvb/4xS/4u7/7O/72b//2G3OY8zwnz/Pf52su/FR4mzzc78obrB4vgw5OATsEvPVQRMpGvbKpPhDaktdjfo2BbjSY04Qws6f6XiR/bRTvw0Yxawn9RBw8crAoeae2r6/nlIfVljh55Digbm4YqEiipPbX4CPx0Rk8LhAabFIcUo0qcyoFZRXwgybmBdloKaVkOAnySjBRoNoc6SxTqBhOGY/fV5SZI7qBcWznMJJaokOYj0HTvNwZlUnS9S3dCVI/QLrGB4l3kdubyHEXMf6KU5+oI4TpQK6gWGdUjw3CeaxW+KKF8KoxUmsFRqFyycv51G0L44iaJpS9ixW597zE+I0JFSrXmFIzWU+9MhR3fvGU5uuQ6eSpS0m91kT9IISljGAjBysJ8dVU7BjniytnJas8oe8Wwh+gR3VhYWHhJ8MPLph/85vf8Dd/8zdv/fp//Md/5Be/+MVXnv/444/f2o7xddwna+x2u++9jYU/b77T/JEfI7LrTaOPvUcPA22whOiIRKQpUGXz+tS2uy+uxCySx3H+St5DN0j2/Z14yhSr1dvpeu8Sw/MBO3hikkjvMGGkPHwBuz3D479gpCYQ0fGA9iNhf0LlPSp49OoR/fYJRTtXpnVn2b/o2P5cES1c5gf81YExM/gAZSPZd5rj9REpIttywl15nNGYQlJpi8gNKlhUFhidYrCK9n7ySpa9PGY4x9B50mlCbtZ0k8bvBip7RFcOd7EljQI/OHolyZIglxPx7JL80TlOGs42I+uiJ+UFwmQI56AfXwnz43FWmffKE16ZxDeb2S4C35xQYQzlZYv73Y5pNOhsPi/HIww9VKKneryZ95sHAneSYOdR2kX9apv3vX1jFxkQtFL+6D2qCwsLCz81fnDB/Itf/IJ//ud//r238/d///dvFSX3NrxJkC/8tPkuk/Re44eO7Pry6OP7++h36lbJhFpXEOz8/H28xZeEdlnOgvnFi/npVROxUrB3knAXL/ewB+3rjsnh2UDoPFmZkXUHovdMQWFdTegHxo9viVvwWUsyJSIMpHzFubpC1RXmvUe40TF9cUNWaaKuCZNnujpSFonVauI0Go5jhp8EahyoDy/IhCU73yByGA5QVRZpJEIIwjChJBACmQR7sIRmhYpxLskWBQwDwUWsqlGtYrKC4CPF1iCOGkPirM7pnOF4TKjkOVu3GOFx6wt2rMmCJcsF437CHndEF5CZwrQl5XmFvi/Hnk53HZHqVbn+ZU7fg/P6DetCPzpjNQwMux3WV1g0/c5Ti57qLEdfvj5syRjoJwUhJ2cAvnrVk2GZUkmF+k49qotgXlhYWPh23llLxq9+9St++ctf/l7b+PWvf/17VagX/jz5QeaP/JCRXQ+tHl03hygLMav5LJvFWJa9es19hfOB0Naalw+lgMFSrEuqtSLPX/ljv2m/hlMg9BNFa+ZSZ/SoukQ5x4vPJMO0ppY9vrP4LMMVDVaVDNNA7l+wfbRGl4Y6WWx/wt9YQtIgLyjzQLup0asGJRPFfkRkBcMVVKXl4kJiLgWpH7mNBqsKtB05HiUy05g0kRcOlSecKYnnJaouZh+1tbDfE3sHXpOKErdzZG1FqhsAZPBkweCfBVZVQkoJdYMzBhk9TTqQ6cR+LCgLQ+YjmeiIRc5YbGa7g7ToppkXiHPzOdL6La+0vkSWod97RFvtCMeeaRhIuaR8tEGcnc3n/AFS3tmidUmZ3mwLkpkm5eVLofzlGxcP+X16VBcWFhZ+iryTP5f3doz/9J/+09f+fbvd8p//838GZhvIRx999JrA/s1vfsM//dM/8Y//+I9/kO+88KfDQ2+n+uok6C8HDfz43Fs9pJxLxPd2j/V6Lgt7T9gdcEES+ldNXQ/TLYINxJA4WwfW+UB7plk/KdlsXjlGHvSDfYUQYBoimb4z0052jjkDQpJMk2QgxwWJnxza9xTaz9q93/H8ucRWGzge0IcbKjVRt4kmHHk/fUJ9eoa+E266KalrwdNqx0adqB+1lNqSvfgU0Xccnw+kzz6j6l9QnF6gxo5BVBxYY6stYtUizf0Y8M18AkNA1jk0NVEogilnS0V3mk9qlqHaGltukNs16nxD9ail2hjy1LMuLfmmZHSKLI4oLRGXl6hMUIhxjqG7r+rm+exVPj+f4+O+qWz/ZR7GVtxd7KjHF+Qfvo/66K+Ij9/7iliGV8JXF5rY3DVoBg92mv8tS2KzQmT65U2PH6NHdWFhYeGnyjtZYb63Y3zb4JH7v3/44Yd8+OGH/MM//AO//vWv+eu//ms++uijl9nMCwv3vLPeznubxf1UkbsKtvcwjGCPI1FPyNxgski5UugHnup4mohDIisFoi5Rbznw5J4YISKRWs6iLkaQsz84JIWThug6+rylqAzYAaYRpRVn68QX/jE3n09c5ntkpokqIyDJtorKHeiPE+NuJMsK5DQQXSCdOs78FZKCcJgIxjCIjFpbTBbIRYDeQbOiqBVDN3CQGZdP7/fhbv+7DgCVaUyEwZWITUHMNWrsENNAyjQ+StZniqJQL5PxVHTk2pGdrTlO86jwOFpUceeNzgxMlswErFWE3KDuF8i9f/pt+bpbG9aihCAvJYN9s8fc2vkjAYZBU7YthNdtQXZ4vaHzx+hRXVhYWPip8k4K5m9Lxvjwww+5vb19+b83m80ijhfeinfW23k/WaKuXxPLh+OcgKbzjMyPRKkZJol7aWeeK60yrxBEopEo89Uv/m234GUKSCJRaJQbXruf7z3sxoLx6kjeZIRQkWEweUMRLGa1oSoy1OG3hK0m5HOF1BRQ5hp9UmhlGIYbxucQJocKliIXlGuJnm4JRuL+8gPii45SjIyUjE6Sybmp0poWdztAGjB/8SDaQdx1PF5egnOUmwbXKeIB3AhVXhB3e1wfMY8Vyszn9/JyFqCyG1Eqw5kM34EWERkd3FfipYTkkUR8UkQk6vsukG+JrSizAafbbxW4r0SwQurZr2y/HDnIj9OjurCwsPBTZfnJXPhJ8c56O+8/uCjm7r2yZBhnsZwXQJIwWFSeUTbqK7Fgyijyu+ffVDi0dhZh9wNLXu77nQdFTRP5EBm7iJJ2foMXeJUz7D3jIXDUW/KNpnQ9ThoGp/G6IHlDW3tWyVPXEpU7pGJu1LN3HYerM/jkBdQCMXmkH6BSIAUcj6gsI372O+RkyBqNVAprNb06Y9wJxjGgtUEPE92hQm0VmruK7c3NfMLGEe0cq6pFrAw3V5HTzUSWVZh1RZ4N7J0hREldRLS3UBgwCkkkTIlSdKjpAMPdlBepQGdE5Lwu+J4L5C1ubWg/sWorBqu+UeB+FxH8Q/eoLiwsLPxUWQTzwk+KL4dSfJmvzSn+sblX8nk+e5a7ATsYdCbvRsCNr6bc8WbryNfdgu/7+fn7auXLRJDMo/tXFoFyI3FExlMkCyPyuGe4dnin2eQFvW2JQhM254imYXIGbxQyHMnULaIuyXCobvfKLC0l/uIxh1STTp+S+eezZaNdY13CHTtW3YCuErI7gKtxZoWKB0xeMuY5mU9Um4g0Gt8npiFySIk6HJBuQqJQ+i4bue/Ru2u2VUV1mdP5nCk0pM0WHy3b1YQfPP6YEKsSuWqI3YC7PVIFh5LhLot6ehUjV9U4myiau1Hh32eBvOWtDS0jbau+UeB+HxH8Q/aoLiwsLPwUWQTzwk+Od9Lb+VDJr1bEw0DaWyR+rsJKNTeY3Q3ZeZN15E234O+dHvdhG68lgtwMrDI/j3IGtLp7f9LYY8DKlq415FlkOwEvJg6TxK/OsLYgBBABnj4qoTuhhhGVhVnUj+NLb/HwfE+MI3k1V2spS1QKqExgs5zh7DGl8AzXJ6b9ifF6Ij9rscIRqz3N0xWpkAxDpCwERSW5/bTn2I9UNcj9hPEDZZuhZZp3HlBtTuYcrmrwJgcUOgZK7XAO7ORxuwFhMgrlaMuOXrdMTqGjI+0ORF3irSYbT5RN/v0XyHe8tfE2AncRwQsLCwt/OBbBvPCT4531dt4reeeQTYVwJTF5VPKzUH4wlu3rrCNfrj523fyar9hmTWC8nhgaQwsvrRnaWtruQBADU1kTzy7IKk24jWzOJf2/Wp49c4xZMac2aOhWmiIvyMstHF/MCRBCwGpFMCX22QntetBiFtPtihAT0SeoYPIBe/UFdCN5XSCEZdj39LcTufkCq/9HAiWZArlqub6GeOgQbgIZcVmD7QPu01tWRURXZvZ/7xzRC/LKUWYjsesZB48rSlbnkipF4jgg1YhaK0gtegocD4m9rXCuIHlJnoMZezAtrObhMd9p4M39QX94a+PLG/ij3dpYWFhYWHgbFsG88JPknfR2PlDyapowKjGOArVuvqLkv01fPRga+GbbbJwj5KyXhMmjusMs4u4rnG1F3g1kwx7KM6LK6HsQueGsmZjKin6aPdMvvghkZaD/dz8nywR6dzWXs7Umugg6R65qsBbfTQxCMHoN3mH6SP/CsXl2RZkHfFEih55w7JiGDCsExy8sF/kOUeY8vz1j8hF91dMdI9m6IstAHw35VJByyXkYGE494dElxdO7zOTdDUpp1KZkHOfkkbZVKFO+GhRzcQE2kojklaTOFYqAiAHXOw6hpvIa930G3sCrkX0vXsxXafcIMU8SXGIrFhYWFt5ZFsG88JPmnbut/UDJl3XEnSRDUhgBMn0368hL22wK4L50VSDnCDkfIrEbUCHMIte5WcxpjWpKjI2M3UCMLccjFJWkLRO3cU6NuLgAGSJyjOxPGUK0rJ4U6GjnbORcQVYQVSIMntt/vWa82iPWa7QU+NuR6ePPcE2GqhpczPE60LQeoRNRGbpp5Db8jDKpufouJTfPHUeb86iGVRWQJnIMG4Y9ZHWO045sczdKPEbY3cL5BTDbU+z89ebDURTz9D7nGKwhSEW9uj+KCgIolThayfHZfNy/98AbeCWWhZj/+6F4XlhYWFh4J1kE88LCu4hS6FKxyr6/dURGj+wGYpxQ4k4wm1fl0KhzRH9CCgvmLlP43ms7jtA0lE2BvbYMXSAlRXCRqYsMItC0kixTaCMpxJzf7JJkaFe01azWlZSYExxuArtBMibLaiNRoSNGwfDiiJo6/OMz9rJGikiZJ1QmMdc9oyohzxlTgckzpJ3obMbgM55eBNBgbaSRkfU243YnuLkVNKscqcSrg5FeTWyRD6KmlWJW0MYQuhEbzVfjle/K+SEo+n6eJ3N/3fEgFe611JI3MgyzSt9uX53M+4uYt9rAwsLCwsIfi0UwLyy8w3xv68g0oXY7chcZRYmqvloOtaqkLHrU1EPWvKp0xrtpf0WBVpKq9BQ+kg8J/v/tnVtyHceVrr/KzLruO0CKVh/b3QecAeUh0DMQwyOw9d4PYvRTRz855BmIGoFbnIE4BXIGRES3j9stUiD2va6ZdR4ShY07ARCiQHJ9EQgQtatqV2Ylc/+19p9r7b9huVD0RwFJrUiICQcpTsW4aonJFFXhsJlGhz6Hc5MXvJ4n/M9exFY4YNYa0naFWc9Iw5KmbVi+qcjjjGHcYPsJxrWYYUawbqn2V8T/0lA1MXXe8mYGw0lMZJZQr6htiNMBbVWTBY6yCkjCDIPisKuCTaed8n875yvlOY2b5oT9yKfxOxLOt1FKs/Da+qx1e28teFOW8NNPm3uglD+o+5rgF6uYIwiCIFwGEcyC8AFwaetIV9t7bw9WK9K4R122FG1KmBpUkuLWOdV+jhkPSEdjeHWQd85aryQnE3+eg1x0UQTjrEbvT2EM0Z1t4n6EDhza5th1Ta4yVByjghyX1zib0VrHfK+mdhqVpcTTmpkd435aEzaaO5MRo1+35G1G/uMU0+aYvoGgpW4T6iiEckmSBhgaqsbhGktQFoz6NaYqAEVbrXFhAS4g2hpDC6qfUTvtBbO1/qnjINVdXXsXxmF/5jnEMW3Yw64q6qIkCo+H811raJpNQcaTXFjwpmlgOvXv0+/7HU56ObT+hSrmCIIgCJdBBLMgfCx0pZfL8lAkmiCg1+Ss1jVVO0RFhkBFpKok7WWYOPaL3WYzHz41xkc7O+E9m6GThJScdRTSDCbEzqA1KKVpw5RmnqPjmuTukMAG8Oon1HLO2kZYk6CimHqvJu4ZelGA2U7JmxGVqpnmKXzeR5eWprRYrTFJTBAmlPOCWMHwt3cgtiQsSMYN9dqyJkXHvhRiuy5oQkeYKOL1lLI3ob+dUFSWYlr5B4XBELdaU09zdBKRJgrKCmYzmsqR65aqdeRlzLQdMIwVaU9hYi9elfVdekxoH+HCgjd57nfIMr9TEJz2cnSvvfeKOYIgCMJlEMEsCB8iZ+U168zOB6vRmlaTFwFVk9JWOQQ5KhnQ6ytiWlAOmnYjjt+88WI5y7BxhmsNanIH3U9JoxW9JGZ/rqlL71RIkoNsEW3EyJSkWUblJqT3M2hXVK9rwkixXEKQpsT9CDdfYLKIXqCpKs1yVdPTBeHWgNSW2LomKBqCckGqWoLtO4TbI9Y/zRn2HFliuDtqef1jjmsX1OuaMI1Je5YoVayrkEHckOmSKAvJk5RSpbSBIUgNSZyTqpJgXVPvz3BtwCoaY3VKqB0jcuarmulsyLrWDAb+GcLai7OSnJu1pKvwl6Y+glwUx3eKIn9wlylDosuCIAi3EhHMgnCLOaWLO3F7Mq+ZUt6GcXBAsz9nbhtc3MOkBtWPcFVFXVlWFnQWYLpEzV0VwSCg2ZuR/22PSqfYX/0GtTUhrlrSYM1kW2Fir6vfvPGH9XowuavomZa6dJhUkw5jXBtjG4vSjiZQpLEmn9co5SgqhQn9pdowZb4uuNfP2J6k5LM1TRCSqBqdhOTZBFdWhG1JaxXW9NnaCqj/d5/ix33644Rs0kNHMSsbY/7lHuOJt1iY0YiB1mSHfWho2wH5NKL8299hXrAOejRBzmDbwjAlHKT0XU6d57x6NWA69W6OwQC2t722vVLBm6MV/ro820VxUHb7wMexXm9WcgqCIAi3EhHMgnALOCmMz9TFuiGt5xia44ptsdhYMSYT0Jp81tDuL4knDtoBaI1WDTpyFKuGPEkZVJUXbwep5JrBmHk7wkUWUy0J3RpnJuSlol4phpFjMtEMh3DvjqVYOxzKuwhsQNpTpP1NRFaFmqbVuOBg0WKtKOeKwDnKUlNVUNQGlUwgayjqfdqsD9mQstejTVJsq5i0r0hSRV1B+WaGWyzYcmvy34xwNqApWmzbMkpXjO5UJMPUd+ABnf+7aWD+qsD+v/8hnP4vNohZ7eeUrmG5X9HfrgknQxoboW3JvTsZFs147M9TVb4ddX06a0kUbSorHgsSH63wd7RiTlVtUnVkGYzHv2DFHEEQBOFtyAwtCOdw5Wpu1+AsYax9umHgRL7fNzl13TD8LMV019NdWF37HYMA6wIq00MPHSzXfnvW8ycpS8I0pmwjsvXC518+MOfmS6gthJmBKCBYzND9Pun2Nnkek89yBlshOs9Jy4q4dbSBIrCOdjwh6GmCYHNZcezTG3fXHxhNo2LcOmdRpZuCH0FAdm9MOCtxJsIlEwKjMRq2oxXj9YImTalpoKhobUsUQX9QovsZYDGjhMjWEJSgksMFdBZ92K/5osH+40eSekETpczLlKpt6cc1lXPYNeR1ThX2uTNoUZGjajXG+IBwt0bvaNaSLsK8WJxTyORkhb8u7Uk3uMrSWzEOSp4LgiAItxMRzIJwgvNcDzddNrtbo9ccDRjXljevHLVVfPa53uT7xZKqkkJFx9P1WusV22Dg1WlR4KIerTKo4QBC5b/ybyz0e9Dvo5KUdtXgVmu0qyCOKStf0dqWDaoqUE1B1ORE7T8wWhNlCdV+Tvm3V1RWUQUxrVO4osQ1jqCqCWyDisxhX3UOhMVis6YwGqXkRU1W5zSFolqV9HsF9lWJC0E7S7x8zToPMJkm3WrIK806ntC6OaaZEW1nuKWjXNQEtqI/iYhc6f0h1kJd09iAfKUom02WvOJ/l/SLHEYjqldLWteSZJrWaKKyoCoUuAqlaso6IEYdW4d3MvNb23pHS9O8pZBJ1xFHvRzdADBmE5IX/7IgCMKtRQSzIBzhTBF7nWpulyDP/fuk6cEbL3PIS8zS0VpF8TqmfzfdVKtzjjBWx6vUdWHOKDr0MqsqJ2gjXKDRWc+L5fEY7twFrXHLHLVYo8opVDlNf8y8SMkX0GeBbi1OKwqbUq1D+osVOnMUTcAsNyitMcbigoBl0KMIU9KiZlDnqGxwrK+GQ6/j37zxYrMsDVE2ZJgtKP7+E87VaBVTRT2gIqxr2jAmvDegcgHz2WvW05ZyXTHsReggoC4bylxj84Z6viZfNox27pJOMkzraJYFc4Y0Sh/ew3Jtyd/kPjNzG1K1EYnOaVVKXYIJQ9pFjW1DkqygbIe0tabXO1Yc8Vjmt2P374AzC5kctWJ0Xo6jX18sFj/fU5kgCIJwI0gOI0E4wlERpPXxDGBd5Pkm6JInRBEblZ7nuMBgTUKUGup5jp0eqPcDL6zCHYo2YOORbRofwh2N0L2USFmadQVV7SPLB2KZ+Zx6kRMNYvT22Lf5zZp2sSBzSwJnCZIEjSXphdgwpnAJbrmk2pvjRtvE98boyYgyGdP2Boy2DVZHlPPSR8KP9FUQ+Dbe8VWpvV1aG1alwSZ90v/7K8y9bcI0JE4VvV+P6Y0UqrXUztAmKSo0ZPWCRRnxajXkf36MeLMI/fmXc0qVsjZD5rOWZlWSu4gmTI/dw1A7sh7UrWG9dNgoQRlDQo7CUpYBNDW6zmmCiJz0cJ1ex9HUccfu3xl00WjbFRjsrBiTySYbhjE+1UiS+H/n+eZpTRAEQbhVSChDEA64rAi6iWJsR5MnsNyodGVBaUBpXJziqhzdhSqjGLfKCcJ0k65Xa39h06mPIscxxDFpZKmnjiIvUf0+BDHMFrh1g+6lpH2AAXa6oJotiYyFomFt+qSFV7ptXREpqN9AW68J3kxJtkNoB1gVUlkOy0hHiaLOW6rC4bT3Da/XXmDOZpusaaMR1IWlmJZM6xSba3RuMaoi6EX0FBRtSLOuSEcxulXYpI8pZrTrgv11jAHG91JYBlTrmCrcYhQ43LpguTWiSSdEyfGpTYeKMA2p8wab17RJgg0HmLqgpyoWbxq0K6kmn7EMJ2Q9w2h0PNh7NHXcQU2Xc9Mmn1vIpFt92LaXCE0LgiAItwURzIJwwDERewYXVnO7IofJE2qLrjYqvdO/q9VB5rE4gqoEm0GaUi9qEpujOVK+GTaLxqwFpTAGsqhhv4yZr1LswhKuSvqjiEHWCUGDu/MZ7RRUPiMsFphEU5QQ2gptS4h6lAbMJCbKDGq9BNXi0iHOmUPB7BrH/jRgr1XYI+0cjbzQ7PU20dmqcAStw4TeXjJIHE3tqNchvQKqRkHbEMUBWkXoRU6uBpRthE4DglVOUJQEaYr77P9Qt30KV9C/1yePJ9AaopP3UGuSUUy9qiiWjrgsqEwISY/KRvSHM9K7v8L+0+cEU+/DNmZzv0+mjjua/OJKhUze51OZIAiCcGOIYBaEA64tgq7BYfKEuSN1zi/OOyBJvK3VWn9RbdPiakfVhpjJkDTMoTmS12wwgK2tY/nOGhuwblP0JOVObPxrocOFivV6s9ZMZQnBP/0TbplhbEEvKKlMQl1F2DDBxhmJqxlHNXka4XSIbiyqzFFqcLigbv9Vxd46ZTjSZJm/9uUSXr/2IrNbQPn6NeRLRVorgtYxnWrSzxRRrFhXjtVa0xSOJAxIegqtUpQpyBcN6t4WVilc0qMxS0wEFRH9XovNhrSjlMAa2sbiSocOj6Q3sRaTGHrjkLaFSCvWi4b1ypJFDennY9Sv7mGV4c4d/7DSBYKPVMg+jDifTH5xknMLmbzPpzJBEAThxhDBLAgHXFsEXZM0hbpQFHNFqBwq9FaGpvFWV2PA1o6mDsAp0gzS1GDMwEecT+a8S5LDfGf5StEovWmHVpAo0I6i1off+msNUWYo2gl6PMc4ixlvYedLXKApa02caGK7T5UOyG1ESoUmJwpTiiLA5hXzlSHdShkO/ds1jV/ntl5vEnlMp762ymSiUUGMXuTEcYoLNNM8Ig1ymjolpKY3STCRb1c0TGgXCbZpaasGdEiz/SsKFWEiRTxUuEDTNA2mWGBcST1z6J468LcAzi+yc7VjaxuyXkhVh5RFSxOm2KyPM4b0yLq7t6UVPCv5xVsLmbzPpzJBEAThxhDBLAhHuJYIuibGwHCiyeuYap7TtClB4HXvoWhbVrg4RY30aS/sWYJLayyasjnxrb/WEPmngTBKj2XaSFOopzmF7hFmClWW2KJmaQ22sbi8YuVSahNRJj2WzpDZBdF2jqsj/jFNabKU0chQVT6aHIabIh/dQ0CS+GsqCmh1iolqsjInX0aQJEySkmg9pX8nwUXJodIOBwm9/zukbgJmPzpsq+j3Nak/jCCAtmyw+3N6cUM6iphrRZFXhMtXqADceJs6SNA9R5pU6DAg3eqTRtGxXM1Hu/S8Lj52/04kvzgrGn3y/rzXpzJBEAThRhDBLAhHuJYIesf3G3yWYsMaV+WoJPJWAucgr9CxQQ9TuIJ+Ovdb/yiC9Rq1XtLoFGcVGoepK4YjRW4yqiChnK9Yz5coVTAYGAqXUqmYwDniVKFMj9XCsApGRNshmfYR6y4nsTH+vevaC+f53P99546/hKqCujZM10OSKGerXxKZFpOllGVMEim0tRRLR9hPUb2UeGWoFvD5bzfiNkn87/UaTJ4TxQ3pln/oSDMo8wqrQqxroahItmLSVGNMeiwdiub6+rRLfpGdEfA/l/f5VCYIgiDcCCKYBeEE1xJB74ANDK4/RJU5uimhvFilv80qcOpb/y7HW1WC8xHjwBaoJIEkhDTFjCIG8QIbKGbRmAzIWLNqM2yt6RkLrmWtFLGqGP9LxkolJAmECfz97/69BwMvkp3zkeSu+nNd+2b0+xubRn9suHt3QKQzqsJRJ4rBWKMCi9EOo1vKKqCtAsIQeokl1I4oUZSNpigONGZgGWclaT86rDpdF5ZgXmGSkCyDSFXo7EhxkBteXHdRNPqglgrg+0a/76cyQRAE4Z2RmVkQzuFtX8m/K8crChqUGhCbjDR2mOi0Gr5sBcJj3/qHJyqx9CLqwBHaHIeCbIDODjJsVBUsc9o2Jd7uYxeO+k1NmODFdhQTBRWVNaRpSs9sBDH49+xsIF3fTadeJA6Hm2vuLBpbW37/utaUTtM/0IuBbWkWBcOsJMPhihrlGlptyG1INVVEYUwQpvT7hkHiiFaOeaEoD6wmTe5wS0eTh6wLuDts0Ed9wweL62ztqGu/LQxv9n43jV+8OZ36hwfw7RuNYDAwmPf5VCYIgiC8EyKYBeEX4NyKgpWmdpphePw/51UrEB5+67+fE9kGlaV+/5UXqC7uU89zgroivhN70Z2muHWNW+eE/YgmG2BnK0y+8tk6TIjKUmqV4pTBqE2NjcnEX99qtclwV5b+92AAd+/664ljH2V+/XqzT1X56x+PwdDQzvZhVeFCQ2gL9N5P/sRZxuDuXcq4x2qZ01Y1mCHrQjHbUzQ4WqUP+kihM4VTjtUSXtcBn99Vh33aVI7FLGA2V+SV35Yk/hoGg7cHed8W5W8aX91wf9/v0+tt2vvqle+LrS0w5md+KhMEQRBuBBHMgvALcOmyytfc3xgY9iz5vKRqI5pqYw0Iw4Mq2lGEq0vyWUy9DhiOFWo8JFjnuLpEtS1BmmLjASr14WOLxh2cq239jzGwve3POZttqiHG8SaK3Ott2hBF/lq7SHO/f5AVhAZev6Lem2Gtpi2W0BT+gu/dg/WaZm/KSoNNh0SqRrU5tRkwL2OaZU44SBkMwFpNoyNUVdCLW9YuZZlrxrF/z/1XFft5SjDUF4jZ0/ftslH+PPdp9U5ako3x0ebZzP97NBK9LAiC8CEgglkQ3jNXrV1x3VoXRjkGmcOGCtf6IG23WA6A2qFXC1JXs3qjmc8Vo7sx8ThlucqIQ4cyisppksSLxenUnyMINgVJwtBvm0x8pPioXxc2IjkMj9t2u8h4mnqx3Pz4E+X/22NhMyLVsMgtUV2TDgJMz0KSkM8trqpI0hySDOqSIMpQvZRyWhMscpYuorYKV0SEiwXaQDuKKPIWmznyacUiN5hBStI70l9mI3TT9HSxvctG+a31Pu22PX3Pmsa3f7Hwv+va3zexLguCINxuZIoWhPfMVWtXXLvWxcHqPx04CDT2SClrmgZmU5q8pFBDchcye+Mo1jmWmqUa0urwsAz0auWFodY+Kuqcj6xqvYm2dnmdj15Dlz2t29bZdns9L0zbFgLbUP/4isV/7VHPc+K+pR+WqCSkqiPqZcswKQh6PaqywQwNNq9wJkW5FoUDE1KnQ/JFzsCVJHFLkATY5DNWBZBbeuuSOgtYk9L2U6L09PTXZfFYr08/gFwmyp9lvj86O8rRe9Z5mpvG34fuQeM8W40gCIJwe5DpWRDeM1etXXHtWhfd6r/lEqdiXK0Iw4MTFDnNsmCpx5R15I/VmpVNcaucsJ8T9jKaylHWivlKY8ymoEoUbaKii8Xbs6Sd9Pym6UHEedFQ/bjP6n9mlCpjdAciYzGrNVQxOmypGkO+qEjCiKYOqCpNU1iaskHpgDBWhCGsK4MLB4zvZKAdrVIorSH3JcjrnoOJoplqKM5+AOmi5931HikUeGGUXyn46afNGr7l0vdJZ9kAb8WwdiPKjdksNDzLViMIgiDcHkQwC8J75qq1K65d66Jp/M9yiSr2YRVTrRNMatDzOSubMrMpCi/ulksf+d3uK5rZT0RBxqgXMEoVuozp3UkZbplTC92yzIvBTvgFwUYoH7VhnOX5HZicKq5oBjG9XkxUWx/OTjKwNbgWrRqqSqGXJSs7oM0DEhMQmwaX9ilqTVV1+Z2hVZrW+HzNVe7fR8d+mwo3UdyzHkC6Ut9aHxfUF0X5D7qYovB+7DT12/7xD7/w7+7djYUlDP3vLovcz5TlThAEQbhhpP6qIPwCdIIxzzcL6Kz1fxsDaXSwQs/ay+1/Ukh3htu6phlMWEcj1jns/9eM+X/tsT9TvKpGVM7g3KbqX2Ab1j8tMXVB1SiIE1RkSNoc5nOUa84Umeu1F4KwWQgYhn57d41JsmnDfA5N6cO2QZqgjSLUzu8UR3QXZQFbNrTTBUWjUEmMrgp0YAniGBenh97qsvTn39vbWB8673SSbKoCZpm/zs5rfZROzJ4Urkej/CfpLBXdA0IQeOF8544X0Xt7HAr69Xqz0PHoPTtqqxEEQRBuHxJhFoRfgHNrV4QNKTlmUWJrh0Oh0hjTTxkOjd9/bWmtI9CKNNNnLxg7MNw2Ycp8DjaM6f+2x3LuqBdr3ryq+bFUjLd8dDQIDiLZbY4rasosxZgQ1waoUKPTCLdc4eYKfXd8+DZN4zM+VJX3NndFS6rKbw/D4zaDzo6xXMK8doycQyUJQRLhyhzdS6E/oLEB9T/2aJYFlYqow21MldFLVpQmZB1vEUQDVmtzaH3o9eDzz31/dj7hrhx3Z6VQarOgb3/fPygcTYPnnLednHwAOS/Kf1C9G/Dv0Ynszr4SBD7KvFr586epz8BxMnXdubYaQRAE4VYgglkQfiFOVRR0DXo1pykaFjaiahSucahZTpTWpNsZA2oySlzrUCg0MZBy7L+ytdh1iVMRq6UXdT4zhmYYamZBn/V/TamWOXna584dfy2zN5bloqIfQ+kiVKBRbYPOc8JVxXpZo/aWEOJDpMYcem/H4+NFS6LIC8WTArBLy5bnMM0VjVKkA4fKUpr9Gl3kNEHEUo1o+oZY7dEmQ8LxFmWlUIOQ7G4PrWLevNkI2Czb+IHv3fMCNYo2adtOLj7c2vL7z2Y+6gteEF+Uh/msitbdgshe77TI7tLtpal/vat82O+fPve5thpBEAThViCCWRB+YQ4zSyxymqJhXqeHGS3CSONcSrG/oN5fMPwsxWQROj07p1nTQD53VG8ctVbMF15MGrP5UUaRjmJ+PVFUVU4WRyijsElN8eOK8rMeTZAywAt4GouOQxJtaFwBixXKOup0yGxmSJLTYrHzBzfNxu7RuUS6tgWBJiCmWOSQpDAYUhQ51aKiKRpMYJmP/hl1Z5vRREHpU9yFyrepy0rRZf7o+rEoNpFuW1mq2ldOTNONGjWBZdJ3DHuK2l2u0t9Z3wo458XwwfPDKZzz27vUcfP5xYsjBUEQhNuJCGZBuA0cpGHIbXQkIuzRGnRoKfdy8u0Rg6OrAY/kNGvSwYE3WBFFCnAopY+lfXMOirUj7oUEwwH1XkW+KMnSliR0lP0er9d9xn1DFiywlaXRCVEK49hS54Yq7tHkFU2dE8cDBoONp/po5WljvGB1pUPHijzXh22z1u8T9lO0rilWOSaNCJI+P81riqIgr/vU/QnxylAFx/M/d17hOPa/i2IjSvMcylVDOc2pVyW9zJFqhcljf2BdH/ovtFLobhWifvt0eOpbAbXxaZ/FycjxmTacVPIwC4Ig3HZkihaE24Bz2NpRNWqTK7nDWqgbTGqoCoe1+ngk9CDFQm4zmkaT9jW0MaxywjA9tCSUpRdoy/2KxqRUZUxyJyZOMsrK0QaKWK2xezmDzBLUFdaExAmkCZi6ItlOsZnG1RF1XlLUGfO5PvTfHqaboyEscur9EqUcVinqPCbsefvIoZCMDeghocqx65I4bnE2oI6HxNsp44GfojpfchB4vdst4KvrTTT7MPNG2hCv59RJw9ZnEVFyEMpdLI57ON5WX/wCjuabPsuqcV7k+CzBLTYMQRCE248IZkG4DSiFw3uWw+iMNBS2QYWGJlBnFiixTUtZO6J0o+J0XRPlOcs8oqwVZe7Y6lfEmUGlKbN9f+rtbY0eapoGqjCln9T803hFWNeonkEre0z9aQ2tUxRFi2sdTulDAVgUUOcNw2COrhuSfkStFEHrcKscZWvyZIhJzEZIGoMaDajDjNw58kRhQn3M69uVlO5EfxD4CG1ZHqkW2M1meY6rGnrbKVH3Hl2HrdebHbuVjufVF78k5y7gvCByfLLAiyAIgnC7EcEsCNfkZDGOd0JrVBqjZjnOpacr9jUNLkwIjD6dScE5XBv4jBrdawcqLglyZv9dUq5awjBA9VJUllIXhnv3fNS2W7SmFISpYevekEy18I99KNwmcfIR9ZevHNYGTO4q5isvZqPoIJPEq5xp1TD6Vcok66KvmtqkUORkaU4yHJzKEuECjUUTJmenV+tyOmfZpgz3YbXAAwHtaks9K9FJdNwTXJZ+FWJV+QojXcm+rk3vmAhZIseCIAgfNyKYBeGKdJkezivGcV10PyVKa4pFjh6c+G4/y6itJonOEGJVhUpTVKOPR5+NIRgOMHcz4p6v2FcnmhDIlBegUbTRjm0LsW4YmBxsu8mj1pmDDxpnLVSryvuPY83wwPJRVT63smpKnImO5UDuFh5WeUQvKiHIAH20CYShv5Yk8SK7W7x30uLQ+ZdPFkZpWwgaRxI70rHa3Isu99167Z8MrPUnOGrF0Pqc+uJXvIcSORYEQfgoEcEsCFegy/TQFcV4BxvsaYwhvTek/jGnWJaEYYvSAS5KqcIhpl6TkoM9bZTV/ZQ4P50n2DlQoSYZaEbxJpLcthuhWdf+737SkNZzTH3QuO1tXxHkoAqI7Y9wKGxe4QJz4EfeRFe9kHZUc8faKebzTTnpNPV9M28Vxbol7PkFiUeFcK/nr6UL+BbF8cqBUXRQ1yQ+SFdnLaZ1DDJFlvlzqVah5wqU41CQ57nviCzzDVXqdE3qLJNEyIIgCMK5iGAWhCtwUA/kmCi9ARvsISYxDP/PgHyZUeZ+IV5gNGkMaWgw9flG2bMWn7WtF6RxfJD6LNj4SAYDTRx7Ebq9DVGZQ32kcVrDZEKzyMlfzan2prjeEBelrFVK4AzxkWtvW8hLRdMojHGkqT7MYNE9TAz7jpyA0ina8rTXN8t8MHi53GjXrnJgF73Noga9Ph7i13GMTlMIzfEKI11lkSTxJ3rz5vgNiqJNeb9+X8LDgiAIwpmIYBaES3KQ+e2wQMdJ3tEGe4gxMBhrsoE+4Yc1kJxvlD1v8dlwCDQNJs+hOuIjiWIsKf2BIdJnN67BMG8H2H5MSEV4Z4gzEcs9X/L5s882EfU8h6bVqCQmIccYL7y73Mh5DgNTMdhONxHhrgnWQu0IlaJtNcvlxubinA90KwW/+dxHwemi4G3rn2CWS6/Kez1/QZ3lIgg2tcSXS38h3TFdGcBOXJ+XCPlGzeqCIAjCh8h7F8xPnjzhhx9+4Pvvvz/z9d3dXR4/fszW1hYA4/GYb7755lLnfpdjBeFtOLfRTWfRRXTf0QZ7yLl+2AuMsmctPmvrhvnf5xTLhjCLUJHPxlFPc0xck24NwbVnNi7PDyoFDkKoHKgArX2lvFevfHnpra2NxcM5ML2UJDge6g6Vo5pX2G2DPsi0oTVeuC420eJ6rRgGMennKbOVoSj8dQwGB9YOcgwHda/Xax8d7m7M69e+4cPhZlt3YZ0h+te/9sfkub94Y3x5v/H4tJfm5zKrC4IgCB8c723Wf/bsGd9//z1PnjzhwYMHZ+6zu7vL/fv3+f777/nyyy8BePToEY8ePTpXYN/EsYJwGZTaWIfP0qvO3R4b7DFNvc4Zpg15mvqFebWvspeMUy9A6xzC7FTjOjdDGHKqcV3Z5+XS68lu3+EQsjjAuPTghQaaFkVAHaW4foruxOYJQ7htFZV1pEFOX9cMPx9St37fMPQXZH8qsbFCT6cbr4nW/kJWKx9lHo189LizWnQrGkcjL5yPit9O1Mfxsf67klldItCCIAgfPUHbtu37fMPJZMLOzg7Pnz8/9drvf/97dnd3efny5eG2Tgj/8MMPPHz48NzzvsuxR5nP54xGI2azGcPh8AotEz4Fjta+OEm3/V08zFfmbWLN2k0kVevTu1vrReFksilZd9C4uvZWiDiGoDjduC4PcrdpttcQuxxtS2ztfJq70KCzGKsjmlYzmRy5zBOd+db3q2qqv79mpBaExWIjZKvK79DreZH72Wc+7A0bId22/rVOKMOmGkq/Dzs7h9utBTdboMoc3b/gRh+WFZQItCAIwvvmfeu1WxAL80ynU549e3ZK2O7s7LzVWvEuxwrCVei0UGdV6EpC5/npqm6nsNarQmvf/UKaxgvO/f3Nz0E2i2Oc8JFovUkQARz3kZxonApaVGtx67Mb1wWdwxAS05A1c/L9nGVumBUJs6Vh/lPF8nXOetUeBoMP++KEZ/poBN8vxiuP9ZVrHMFqjlrMNukywLe7S/fR5cnrjjPGb+8abszm9V7Pi+u2hdVq06U/WaY/lkzX0ZldShR5Eb6/v7nxSbLpuy4yLQiCIHw03JowyLNnzwD44osvTr22s7Nz+PpNHysIV+E6Vd1u3At7WbuAtd7G0LS40qFCvYkqH/Urd1YLrY81TrctkQ7Ig5R0ePpaD8tba2CREwYNeZtSLf32KNU0Tcr8TU7Y5Gx9diT0foYhXOtNOjkdK2iOG8KrVUUaBmjHJhlzp9i7CPL29nFriTGb9HuTyea9u/ZaC3FMk9fMraVpNZFyqMjhQnUsw8dh85Xy0fg4PlhReaQBN5UuRRAEQbhV3BrBvLu7e+5r3SK+6XTKeDy+0WPLsqQsy8O/Z7MZ4EP9gnARWh9ZWNd6DXWKTtxae7wKx2y2EahXFc2LhVeVXYWPk68tFmAMzboiXzvq6RpnHWo4IFQ1aVBhlNtcy3h8OvXHQeOanmK9alm8XhAah9IKF+jDoK0xMN+32L0ps5WmrGq0hsWRCnxRYmnWK/ZeNQzGByHmqvL+i666yZHuWq1hMbOYwKKU8e9XWPRqiulr5q8K3/7Om7xc+gO19ov+qmpj4u7M1d3qwSA43s48hyRhsVpRRIZkEFJbC+sV6AK0plxAXsCgK9Vd1z66vL3t7+1JrPUR6O6aBEEQhBun02nvy1l8awTz3t4esBG4R+mE7ps3b84Uve9y7J///Gf+4z/+49T23/zmN5e8ckEQBEEQBOGXYG9vj9Fo9LO/z60RzPfv3z/3tel0CpwtiN/12H/7t3/jX//1X4/t/8///M/893//93u5AR8L8/mc3/zmN/ztb3+TxZKXRPrseki/XR3ps+sh/XZ1pM+uh/Tb1ZnNZvz2t789V9/dNJcWzC9evOCPf/zjpU/83XffnZs+7ix+97vfAT4SfJJu21kR4nc9No5j4pMppYDRaCSD9hoMh0PptysifXY9pN+ujvTZ9ZB+uzrSZ9dD+u3qqPeUy/XSgvnBgwdnpoK7KXZ2dgCOpYXr2N3dvTAt3LscKwiCIAiCIAgXcWvSyo3HYx4+fMjTp0+Pbd/d3WU6nfLVV1/9LMcKgiAIgiAIwkX8IoK58xWf5Ntvv2V3d/dYGrjHjx/z8OHDw+p94IXwZDLhL3/5y5WPfRtxHPPv//7vZ9o0hPORfrs60mfXQ/rt6kifXQ/pt6sjfXY9pN+uzvvus/dW6e/Fixf89a9/PRS53377LQ8fPjy0U3Ts7u7y+PFjdnZ2DlPBnSw8sru7yxdffME333zDn/70pysdKwiCIAiCIAhX4b2XxhYEQRAEQRCED4lb42EWBEEQBEEQhNuICGZBEARBEARBuAARzMKt4qIy5x8zn2q7f0mkz4Wb5FMeT59y238JpL9/GT5ZwfzkyRMePXp07uu7u7s8evSIr776iq+++orHjx9f+tzvcuyHwqNHjwiC4Myfy6bxu3///qlj31fFnl+S67b7UxhX5/Hs2TO++OILgiDg/v37PHny5ErHf8xjTeaqqyPj6frI/HV55HPycnwoeuzWlMZ+Xzx79ozvv/+eJ0+enFuJcHd3l/v37/P9998fpqR79OgRjx494vvvv7/w/O9y7IfCdDrlxYsXfP3118fKkk+nUx4/fnzhwO94+vQpOzs7x1L+3b9//9yKjB8L1233pzCuzuPp06f8+c9/5g9/+AO/+93v+M///E+++uorXr58eaksOB/zWJO56urIeLo+Mn9dHvmcfDsfnB5rP1HG43H74MGDM197+PBhu7Ozc2zby5cvW6D94YcfLjzvuxz7ofDtt9+2+/v7p7Y/f/68veyQevjw4Znn+Ni5brs/hXF1Hg8fPjz29/7+fjsej2WstTJXXQcZT9dH5q/LI5+Tl+dD0WMimE+wv7/fAu2f/vSnM485Odne1LEfA19//XX75ZdfvnW/H374oQXaL7/88txJ5WPkuu3+lMfV8+fP2+fPn5/a/qc//akF2pcvX154/Mc81mSuujoynq6PzF83g3xOnuZD0WOfrIf5PLpKgV988cWp13Z2do5VErzJYz8Gnj59yh/+8Ie37vfDDz8c7v/VV18xmUyu7CH8ELluuz/lcfXgwYMzv6rrvpI8WfjoJB/zWJO56urIeLo+Mn/dDPI5eXlu2xwngvkEF60+7Yz255X2fpdjP3RevHjB7u7upcqQf/PNN7Rty/Pnzw8rNX711Vcf/WRw3XZ/yuPqPF68ePHJjzWZq24OGU9vR+avd0c+J6/GbZvjRDCfYG9vD+DMVahdFOLNmzc3fuyHzl//+tdLTQJHefDgAd9++y3Pnz9nPB5fetXwh85V2/0pj6uz2N3d5dmzZ3z33XeXPuZjHGsyV90MMp6uhsxf10c+J6/GbZvjRDCf4Ohq1pN0TyPnpXR5l2M/dC77NdNZPHjw4HB1+qeUX/Ky7f6Ux9VZPH78mB9++OFaK8U/prEmc9XNIOPpesj8dXXkc/Jq3LY57oNLK/fixQv++Mc/Xnr/77777tx0JWfxu9/9Djj7yaPbdt7E+i7H/hLcVF/u7u5e+mum83j48CFw+7+au+nxd5l2f2jj6ixuqt/+8pe/8Pvf//6w367DhzLW3sanNFf9XMh4ejc+lfnrJviUPidvits2x31wgvnBgwc8f/78Zzt/t+jj5cuXp17b3d29cGJ9l2N/CW6qL7/99tsba9tVHm5+CX6u8XdRuz+0cXUWN9FvT58+ZTweH/r5buKaPmQ+pbnq50DG083xsc9fN8Gn9Dl5U9y2OU4sGScYj8c8fPiQp0+fHtu+u7vLdDq90D/0Lsd+yDx9+vRSSdgv4tmzZ+/05P2hcpl2f6rj6ijPnj1jd3f3lLh58eLFtc71MYw1mauuj4ynm0Hmr8sjn5NX59bNcVdORPeRMB6PTyW07jgrsfWXX355Km/fy5cv2/F43H7zzTdXPvZjoWvveTkiT/bR8+fP252dnfbrr78+3Of58+cffYL2q7RbxtVxur775ptvjv2czGf6KY41mauujoynqyPz17shn5MX86HosQ/OkvGuvHjxgr/+9a9Mp1Om0ylPnjzh4cOHx/Jv7uzs8PLly8PFINPplJ2dnXPLph71wVz12A+d7mumt3mBjuY53dnZ4cmTJzx79oyHDx9y//79w5yTHyvXafenPK46dnd3D/NoPn78+NTrZ5U3/ZTGmsxVV0PG0/WQ+evdkM/Js/nQ9FjQtm17rSMFQRAEQRAE4RNAPMyCIAiCIAiCcAEimAVBEARBEAThAkQwC4IgCIIgCMIFiGAWBEEQBEEQhAsQwSwIgiAIgiAIFyCCWRAEQRAEQRAuQASzIAiCIAiCIFyACGZBEARBEARBuAARzIIgCIIgCIJwASKYBUEQBEEQBOECRDALgiAIgiAIwgWIYBYEQRAEQRCEC/j/pV4cZuo5nmkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.scatter(train_data[x()][:,0], train_data[x()][:,1], color='blue', alpha=0.05, label='true data')\n",
    "with torch.no_grad():\n",
    "    x_gen = dist.Normal(\n",
    "        loc=v_world.get_guide_distribution(z()).sample() @ v_world.get_guide_distribution(w()).sample(),\n",
    "        scale=sigma,\n",
    "    ).sample()\n",
    "    ax.scatter(x_gen[:,0], x_gen[:,1], color='red', alpha=0.05, label='generated')\n",
    "ax.axis([-10, 10, -10, 10])\n",
    "ax.legend()"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
